{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b3ccddb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PP/wgoqOjRWxsrMifP78AxMqVK8WPP/6Yal5pBY5NmzYVQggRGxsrdu7cKS5cuCCEEJa6GY1Gce/ePSGEEGfOnBG7du0SCQkJ4saNG5YA3srKSpw/f94yYSerAkcrKysxYsQI4efnJ6ytrS0zoFevXp1qcH/r1i3LjHTAEsjs27cv3W7GJD4+Ppb7M9I9+eGHH4rAwECh1+vF48ePLe/J85KNjY2Ijo4WJ0+eFGfOnHnutcWLFxeHDh0S1atXF7ly5RKTJ08WXbt2Fe7u7mLgwIEiKipKhISEWH4O+vfvL/bt25csj6efw2w2J+uef/p1UkoKdPbv35/sZ65atWri448/FosWLRKBgYHi2rVrYsCAAaJBgwYiPDxczJ49O81VDwAxfPhwcePGDWFvb58icKxfv74QQojp06eLd999V3Tr1k3cv38/xbMkJSGyLnDU6/Up/qD4+eefhRCJf/w9e+7ZoDy1rmqdTicURRFjx44Vp06dSnci09Pp22+/FXFxcZaf+2fTypUrxZ9//pns2M6dO4UQQgwbNkxMmjRJGI3GLHmvZJJJptea3ngF3ppkY2Mjzp07J1avXp3sF8+ff/4pzp07l+ovI2dnZ/H333+LevXqWY4tW7ZM+Pn5pfhgT/ogf3rpkOeNccyIjI5x/OOPP8Thw4fFu+++K6Kjoy3jmFJL1tbWwsHBQRiNRrFnzx6xcOFCodfrhV6vFx999JH4+eefxYEDB0TXrl0FIM6cOSM6dOiQal5pBY7r168XCQkJlrFpkDgDUwghihQpItq0aSOEEGLChAmW8xUrVhRxcXHi559/FoD46aefxMWLFy0zNLMicHRychIFCxYU48ePFxs3bhQFCxYUxYoVE5C4vFFaLY5J48yeTgcOHEj2PElfFz8/P8trRVGEo6OjsLe3T7b0z/MCIWtra9GyZUtLi2ONGjVEbGxsukvUdO/eXcTGxooCBQqIyMhI0bJlyzSvVRRFODk5CRsbGzFq1Chx7do1YWtra1mWaN26deLnn38W8+bNE5DYCv3sklEGg0EoiiJ2796d7P05fPiwaNq0qbCzsxN6vT5FuU8HG3ny5BHBwcHi7Nmz4tdff7WM+ezRo4elRf3ZscAxMTGiXLlyAhAlSpQQMTExlnF2qbU4li1bNlkdkoLJ0qVLp3hfsjJw7NChQ4Y+A5IMHz482f0vMsYxvVSyZEkRGxsrfvnll1TPe3h4pLpMlKIolnHB3333nRg6dKgICQkRX3zxRZa8ZzLJJNNrSW+8Am9Vyp07d7JfVEWLFhVms9myRh8k/tX+bLf102nx4sVi2bJlqZ4TQiTrrkkrcHw21apVy/LLLykpipKhrj8PDw8RHR0t+vXrJwBx6dIlsWDBgjSvHzx4cJq/nHbt2iUA8cMPP4hVq1YJR0dHYTKZhJeXV6p5pRU4XrlyJcWSNUWLFhVCCNG+fXvxzTffCCFEigD30KFDYvPmzaJs2bIiJiZG+Pr6Ws5lReDYrVs3ERERIaKjo0VcXJyIiIgQJpNJ6PV64efnJxYvXiwaNWqULAUEBKQaOB45ciTdCU9xcXGW9/rpX/jVqlVL9evh7+8vgGSBIySuzxgVFZXmpCOdTidOnDghli9fLgAxY8YMceXKlTRbhMqWLZvm90RUVJSwtbUVtWvXFgEBAUKv14tjx45Z/rB4Nu3evVtERERYlh9KSEgQbdq0EdHR0cmWKxJCpLpepa2treX/Pj4+YsuWLSIqKsry/f30z8fhw4fFhg0bkr1+usX92cAxtWRtbS2EEMlakZ/+ec6qwLFVq1ZCCCEaNmwo8ubNm2YqVKiQECJ5TwZkXuBobW0tTp8+LU6dOpXm98fgwYOfu/zTiBEjhJeXl4iMjBQtWrQQERERKf5IkEkmmbJNeuMVeKuTn5+f2Lx5c7JjU6ZMSdZ99mxKL3B8elxiaoHj5MmTxfDhw4Wnp6eIjIwURYoUEZ06dRKPHz9O1oU5ZcoUsWnTpnS7f9auXSsuXbpkCTKTuonTGgtmY2MjnJycxNixY8WGDRuEtbW1sLGxEVeuXBF9+/YVgChcuLCIjY0VP/74o7h69WqaZacVOJ48eVLMmDEj2bH8+fMLIYRo2bKlGDhwoGUm5tNp165dYu3atel232b2WKqkrupnvzfS6qpOLXAcPHiwaNWqVaot0c8mBweHZL9YK1WqJIQQIn/+/JZrBg0aJC5fviwgZeBoMBhETExMmut9DhkyRMTGxorChQsLSJyJHRoamubYSL1eL1xcXETz5s3Fo0ePhIuLi7C2thZz584VS5cuFZAYjN66dUt8//33wmQyiXz58qWaV1otjm3atBE7duwQkNjCde/evWTjCZ9ONWvWFMuWLRNxcXFi3bp1olKlSmLDhg3Jfj6+++47ERwcbOlaTQoS07J7925RsGBBUapUqWRl5cmTRwghRO/evVP9ec6qwLFly5ZCCJGiBfTZlBTYPvu1TitwdHd3f6HAcd68eSIsLEwUKVIkzWsOHTqUojU9KdnY2IgJEyYIT09Py7jX+/fvP7fXQyaZZHqr0xuvwFub6tatKxISElL8IilcuLCIiopK85fy0qVLn/sL6un7Ugsc/f39Rffu3UWuXLmEEP+2hsyfP1+sW7fOcl3OnDnF9evXxcaNG5PtPPJ06tOnT6q/PBYtWiRCQ0PTXHQ7d+7cIiIiQqxYsUI0btxY9OnTR9y7dy/Zwr3r1q0TQggxePDgNN/DtALHmTNnikOHDiU71rVrV2E2m4Wnp6eoWrWqEEKIokWLWs47OTmJ4OBg8c0334jcuXOLsmXLJkszZswQx48fF2XLlrUM9rezsxNff/21+Prrr9NsFc1ISgocDQaDZfKKn59fqi2IQohUA8eoqKjnfl8kOXr0aIp7y5UrJ4RIvkzPxx9/LM6dOyfg38DRwcFBlCxZUgwaNEgIkfpQhrJly4qoqCjxww8/JDveq1cvoarqcxeXP3r0qDhx4oTo2LGjqFGjhoiKiko2OWzIkCFCCCHWrl2bZh67d+8WDx48EJcvXxaXL18WMTExomnTpsLKykrcunVLlC5dWkyePDlF/Z5O7dq1E+vWrRNVqlQRkBjYLl26VNy5c0cUKFBADBw4UMTExIjGjRtb7rGyskrxPdO4cWMhhBCNGzcWPj4+lgk/T5f19ddfCyFevKv6iy++EF9//XWq92UkZXbg+N5774mTJ0+KsWPHphk4Pj0JCBDffPONUFVVtG7dOs3ykwLr1BYah8Qdh3x9fYWnp6dlYXsZOMokU7ZOb7wCb2Vyd3cXN27cEL///ruAxF9Mnp6eolKlSqJVq1Zi165dIiwsLNUPv02bNqU5xvHXX38V1apVs1wbEBCQLHAsV66cMJlMws3NzbLzQ1LLjaOjo3BwcBCAqF69uqhWrZrw8fERgYGBqXZ3d+vWTSQkJIghQ4akOJc0sScsLCzZrg5JSafTCV9fX/H111+Ls2fPCiESu0W7du0qFEUROp1OLFu2TAghUs0/KaUVOCaNNZsxY4aoW7eu6Nu3rwgKChILFy60XLNnzx5x7tw50aJFC/H++++LPXv2iMDAwDS7X1Prqs6dO7clIHuVlqERI0aIHTt2iE2bNolRo0YJSLvF8c6dO6kGjvfv30/1+NNp7NixYu/evSmOly5dOtXAMWldzqTAMWlbQyGEOHXqlHB1dU2WT/ny5cWjR4/EqlWrUh03OWfOHKGqqhg1alSq5318fMTHH38sNm3aJIRI7KYeNmyYZbb7J598IoQQaeYPiYHj4MGDReXKlUWbNm2Ev7+/OHLkiKhUqZJo1qyZuHr1qnjw4IHIkSPHC32NdDqdpds6ODg42fCStNKzXdXFixcXMTExYuHChaJLly5i/PjxwmQyiRUrVqR6//O+r5L+iHjZ1u+kwLF+/frPnSSX1FL/bODo5uYmhBBi5MiR4sCBA0JVVbFu3TpRpkyZVANHa2trER0dLb766isBia26ZrNZrF69WlSsWDFZevq+Ll26CJPJlOY2mUljXQ0Gg4iMjBRt2rSRXdUyyZS90xuvwFuX8uXLJ65fvy6EEOLq1avi8ePHlgWvo6OjxYULF8Rff/0lHj9+bOmmezq1b9/+ufv1enp6ikGDBomxY8cKIYT47rvvLOdmzJghtm7dKiBxLJcQQtSoUSPZ/TqdTmzatEkcPnxYAKJKlSrC3d3dct7JyUnMmjVLCCGeu99vjhw5LEvNrFixwjLpIykpiiK6desmgoKCxPDhw0W/fv3Ehg0bRMGCBcX27dvFxYsXxWeffSbMZrP4+uuvUy3jecvxVKlSRWzbtk2EhYWJwMBAMXv27GS/fBwdHcXkyZPFvXv3RHR0tDh06FCKX1pPp6wMHJOC5BUrVliCsTVr1iQLHPV6vShQoIAICwsTHTt2TJHH7du3Ra9evZ7bRZ3WtolpjTE8f/68gMSZ8Eld1X379k3xrIqiiEGDBono6GixZcuW546NnT17thBCiOPHjydbkiop1axZU5w/f16sWrVKtGrVSmzbtk2ULFlS/P777yI0NFT07dtXBAcHi1WrViVbWqhYsWLiypUrIiAgQOzZs0dMmjRJ9O7dW9y6dUt06tTJUvfz58+Lv//+W6xZs0Y0bdpUODk5pVlXvV4vKlasKIYMGSKOHDki4uPjxR9//GFZEia9lNoYx4YNG4ozZ86I2NhYce3aNTFkyJA0g+CsDByTJohl1LOty+3atRNCCKGqqli9enWylsuffvpJBAQEiEqVKolixYqJYsWKiWHDhgkhhKWVduLEiWmW9XQ58+fPFydOnEj1GcqWLSvatWtnef3VV1+J0NBQOTlGJpmyd3rjFXjrkk6nEydPnhQ7duwQY8eOFR999JGoXbu2ZceQpNSzZ08hROpdWM9Ler1e3L17V4SGhgo/Pz/h4eFhOZc/f/5kH/BnzpwRQogUEyju3buXIqCExGVszp07J0JDQ8UHH3yQbl1sbGzEL7/8IuLi4izXFyhQQIwfP17cu3dPHD582DJBQafTiZEjR4rIyEjx119/WVqE+vfvL0wmk9iwYUOaY9Le9NczODhYFC9e/KXzGDNmTIpfdps3b04WOCYteXTt2jVRsGDBFHkk7biSntRaHH19fYUQKcc4XrlyRUDynWNSS7NnzxZms1n873//y1BLT7du3cSTJ0/E1KlTBSS2Rg0fPlycPHlS3LlzJ9k43Q8++EDcunVLXLhwwdJtXa1aNREUFCRu3LiRrPszteEC165dE506dRIrVqwQs2bNsgSKjRs3FqtWrUo2KcXFxUWsWLFCbNmyRVy6dMkyk/rEiRPim2++eeu6P8+cOSPef//9l7q3c+fOQojEHYCcnZ3TTElDWp7+AxQSf7ZXr16dbLehpFSmTBlx69atZN93CQkJyVr8ZZJJJpnSSG+8Atk26XS6DHWHpZYyssXby6aiRYtmaIHgp9PTwatOpxM//vijqFWrVorrWrduLZo0aZLieLVq1VLM+n5b0g8//GCZdJHV6dk/Lp5OaS3T83QaO3ZsqmMcy5cvL27dupWs+7ZTp06W7d+6dev23MDRzs4u1T80npdcXV2TtUz26dNHtG/fPkVrZfHixcXAgQNTjLP19PRMdzHul0nDhw8X06ZNE1988YVo1KhRhhavfhOpe/fu4uLFi2mOP5ZJJplkyo5J989/JOk/q3Xr1uzcuZPIyMg3Wg9XV1eioqJeaJtIKft67733OHfuHAEBAW+6KpIkSZlGBo6SJEmSJElShihvugKSJEmSJElS9iADR0mSJEmSJClDZOAoSZIkSZIkZYgMHCVJkiRJkqQMkYGjJEmSJEmSlCEycJQkSZIkSZIyRAaOkiRJkiRJUobIwFGSJEmSJEnKEBk4SpIkSZIkSRkiA0dJkiRJkiQpQ2TgKEmSJEmSJGWIDBwlSZIkSZKkDJGBoyRJkiRJkpQhMnCUJEmSJEmSMkQGjpIkSZIkSVKGyMBRkiRJkiRJyhAZOEqSJEmSJEkZIgNHSZIkSZIkKUNk4ChJkiRJkiRliAwcJUmSJEmSniN//vwYjUYA9Ho97733XobuGz16NDVq1MjKqr12MnCUJEmSJOk/r3379qxYsQKdTgeAk5MTipIYBiUkJODk5ASAs7NzinvHjRvHnDlzADAYDEybNi1DAeHFixeZMWNGsmOjR4/Gz8/PkgYPHvxKz/W66QDxpishSZIkSVL2ldMhN842OV5LWeFxYQRGPX7h+86fP4+fnx+//PILOp2O1atXs3PnTiZPnkx4eDi5cuXi/fffZ9y4cZQsWRKTyQRAwYIFuXr1Kjt37uTJkycAuLq6EhISYsnbysqKJUuWsGXLFgDi4uKIjY1FVVX0ej0ARqORPn360LdvX/bu3cuuXbuYPXs2EydOTBFcPo+3tzcXLlzA3t7eciwsLCxZwPvdd9/x888/W163bduWAQMGUL9+/Rd+355leOUcJEmSJEn6fyunQ27+6LASo8H6tZSXYI6n5/L2LxQ8/vjjjxQuXJjBgwfz+eef8+OPPzJs2DD279/Pn3/+iaZpGI1GfvrpJ3788UdL0AgwefJkrl69yqBBgyzH/P39qVSpEqGhoUBiUJgUVAJ4eXkxevRoevfujRCCCRMmYDabWbp0KR06dODSpUscOXKEAgUKWILNjJo5cyZ2dnaW10WKFCE0NJQCBQpYjsXGxlr+37BhQxYsWMCJEydeqJy0yMBRkiRJkqSX5myT47UFjQBGgzXONjkyHDj6+voyYMAAKleuzPnz5y3HFUWhQYMGxMfHA2Btbc1XX33F3r17Ldd06dKFevXqodfrWbduXbJ8Fy1ahKqqODg4cOHCBZo3b245FxERQfPmzS3d4w0aNGDUqFEAqKoKQPXq1fH39+f27dsZfvYuXbrg5eWV7FjlypU5fPgw4eHhKa738fFh+vTpTJ8+ncqVK2e4nOeRgaMkSZIkSf9ZJ06c4LPPPmPDhg2oqoqNjQ01atTAw8ODrVu3cvz4cU6cOMGyZcvImzcvZ8+epWPHjuTPn59JkyYxZswYWrRoQaVKlSx5CiGoVasWwcHBKcrT6/WYTCbmzJlD4cKFKVKkCG5ubqxfv94ywQagUaNGbNiwIcPP4erqytixY2nTpg2HDh2yHK9cuTKVK1cmNDSUhIQEZs+ezffffw9AcHAwvr6+tGrVSgaOkiRJkiRJGbFkyRIePHjAN998Q/PmzYmPj8fFxYXLly/TsGFDy3Uff/wx1apVA+D+/ft06tQJo9HIt99+y61bt5LleerUKTRNQ6/Xc/78eZo2bQpAhw4dmDJliqVlcciQIQAEBARw8OBBy/HSpUtz8uTJDD/D77//zooVKzh8+HCy4z4+Pqxdu5ZJkyZRuHBh/Pz8OH/+PCtXriQsLOyF3qeMkIGjJEmSJEn/aY0bN6ZixYrkypWL1q1bExAQQEhICGXKlEnWfe3i4sKOHTsA0DSNbdu20bJlS+7cuZNsjOPWrVv58ssviYiIQKfTYTQaqVGjBgcPHmTJkiUsWbIkzbqsXbsWgH79+nHs2DHOnDljOZaW+vXrU7t2bUqXLp3iXLNmzSz/v3//PlOmTKFdu3asXLkyY2/OC5KBoyRJkiRJ/2l58+bFw8MDW1tbvL29EUIQEhLCuXPnLC2MkNjiWLVq1WT3RkREcPXqVfLly2c51rt3b5ycnCxL+tjZ2WFlZWU537hxY6ZPn54sn4MHD9KlSxfL6/v37zNkyBAmTpzIunXrECL1RW6sra2ZOXMmH3/8MTExMek+a1hYWLK6ZjYZOEqSJEmS9J82a9Ys6tSpQ+HChRk/fjzx8fGULVv2uS2OSYoWLUqJEiUoUaJEmvlPmjSJ1atXW14bjUb8/f0t3eBt27ald+/eKe47fvw4+fPnx93dncDAwFTzrlKlCj4+PilaEENDQ2nRogVTpkyhcuXKJCQkAFCpUqUXmnDzomTgKEmSJEnS/wsODg5s3LiR3377jcDAwBQtjv369aNKlSrJ7jEYDBw4cICePXummucff/yBg4NDsmNJQdzTksY2JuXp5+dH7dq1OXz4cJpBI8DRo0cpVKhQsmO3b9+mXLlyBAQEEBwczJQpU5g+fTq1atXiww8/pEGDBmm/Ca9IBo6SJEmSJP3nFShQgKpVqzJ79mz27t1LqVKlkp03GAx4eXml6DJO2l3meZ69x2AwUL16da5fvw6Avb09Z8+eBRJnXZvNZtavX8/SpUvTnVkdHx/PnTt3UhxPOtajRw8WLFjAgQMHuH79Oh06dGD//v3p1vllycBRkiRJkqSXFh4XRoI5/rUuAB4eF/bC9wUHBzN69GiGDRsGgK2tbbLzv/zyC59++in9+/dPdtzZ2Zk2bdpQs2bNVPPNlSsX48ePT3ZMVVX++usvOnXqBCSOeezWrRsANjY2ACxevPiFnyFJ0raJAPfu3Uu3hXHhwoUsXLjwpctLVjZyy0FJkiRJkl5BdthyMD22traYzeZku8ZA4uQURVGS7cby/5kMHCVJkiRJkqQMSb/jXpIkSZIkSZKQYxwlKVvTK3ravNMBo8EaVVNRNTOqUDGrif+qmhmTaiLWFEOMKSbx34ToxP8nRBNrikXITgdJkiQpg2TgKEnZWEEXH/pUG4iqmREkjj0BHTqdDt0//6Yn1hRDeGwYobEhBEcHERobQlhsCGGxoYTFhhIcHcjjqABCooNkkClJkvT/nAwcJSkbSwoM9crL/yjbWtlha2WHh5MnmtDQtMS1xhRFj6L7dzSLWTMTEhNMQMQDHkU85ElUAAGRj3gQdpd7YXeIjI94tYeRJEmS3noycJQkyULRKSj61Ic+GxQDuRxyk8shNyU9yoAAg/7fj5DIuAjuht3mTshN7oXd5V7Ybe6G3iIg8tHrqr4kSZKUxWTgKEnSCzOk0sLpaONEKY8yFMtZEp1Oh17RA4ld4f5B17geeBn/oGv4B13jbuhtNKGmyEOSJOlNcXJywtHRkQcPHqR7rbW1NTqdjri4uOdeN3r0aDZs2MDBgwczq5pvnAwcJUnKVE+3QkJiV3hpj7KUyFUKg94KAJNq4k7oLS4FnOPS4/NcCjgnWyYlScoyefPmJXfu3NjZ2eHs7Iyrqys5c+bE09MTb29vSpQoQdGiRTl79iwVK1a03Ne0adNk+YSHh3PgwAGaNm3K0KFDk21XmJqLFy8yY8YMypQpYzk2evRofHx8LK8PHDjApEmTMvQcxYoVw9HRkdOnTyfbwvB1koGjJElZTqfTWYJGACu9FYXdi1LQxZsWpdsBEBYbyvlHZ7gUcI6LAee4EXQNk2ZKK0tJkt4iXjnscbe3eS1lBUXHcS8s+oXuKV26NLNmzSIgIIBHjx7x+PFjbGxsOHToEPv37+fx48fkzZuXR4+S/wG7ceNGJk6cCICbmxtFihShWrVqtGnThvnz56dZXlxcHLGxsaiqil6vJzQ0FKPRSJ8+fahatSp79+5l165dzJ49m127dqVbf51Ox+rVq/H19SUhIQFVValVqxZPnjxBURSmTp1K586d0ev1LFiwgMGDBycLLG1sbLh48SJDhw5lzZo1L/TepagLcgFwScq2CrsXY3q7zNlG6m2gaio6nQ5Fp2BSE7gYcI6T945y6sFxbgRdQxPam66iJEnP8Mphz9Wh7bG1ej1tUbEmM8XGrnzh4HHUqFHs2rWLvXv3UqdOHZYtW0ahQoWIi4tDURROnDjBsWPH6Nevn+WehIQEXF1dqVGjBvfv32f69Om0atWK27dvk5CQYLnOaDRy+PBh3n//fQBy5szJ6NGj6d27N0IIJkyYgNlsZujQoaxfv54lS5awbt06wsPDKV68OLdv335u3Xv27En37t1p0KABmqaxbds2Dh06xMiRIxk+fDjNmzenV69eGI1Gtm/fzrfffsvcuXMt9//6669UqFCBRo0avdB7lhq5ALgkSW8N/VMzua30Rsp4VqBH5X5Ma7uANT138MN7o2leqi15nb3ecE0lSUribm/z2oJGAFsrw0u1bkZFRbF48WLs7e3Zu3cvDx48oEePHgB8+eWX2NjY8NlnnyW7R9M0cufOzYoVKyyvBw0axJw5c8iZM6clffLJJ8THx1vui4iIoHnz5rRv3x6ABg0acOTIEQBLS2D16tXx9/dPN2gEePjwoaUVUQjB+fPncXFxARL3yu7cuTOXL1/m7NmzbNmyBV9fX8u9pUqVYuDAgQwaNOiF37PUyMBRkqS3lqJTLJNs7Iz2VCtYiwE1v+CPjn4s7bKe/jW+oGK+ylgpVunkJEnS/3fjxo0jODiYGjVqALBnzx6uXr2KTqfjvffeo0+fPin2oxZCkJCQQERE4nJjiqJQuXJlpk+fzooVK7C2tgZAr9dbAkK9Xo/JZGLOnDkULlyYIkWK4Obmxvr16zEajZa8GzVqxIYNGzJU923btnH27FkAvL29ad++PWvXrgVgyJAh3Lx503JtsWLF8Pf3t7yeNWsWhw4domrVqpQqVeqF3rPUyMBRkqRs4+kWSXeHXDQr1Zpfm01mdc/tfN/wF94t2hgnG+c3XEtJkt4miqJgZWWFTqejcuXKbN++HUgMsDw8PBBC8O6771pmPhsMBssauTqdDrPZbAkcNU2jadOmlChRAnt7e0sro8FgwGRKHJPdoUMHgoKC6Nu3L0OGDOHQoUMYjUYCAgJYtWqVpV6lS5dO1t2dEaNGjeLq1ats3LiRPXv2pDhfr149SpcuzcKFiUOY2rdvT40aNXj48CGFCxdm27ZtDBky5IXKfJacHCNJUraVtCyQjZUt1b1rU8unPprQuPL4Intu7GDfjV2ExAS94VpKkvQmffDBByxfvhxN0xAicVqHXp/Yk9G8eXMWL15sOa7T6dDr9fj6+nLy5EkURcHBwYHQ0FAgMQgF6NSpE2PGjGHy5Mls3749WeC4ZMkSlixZkmZ9kloK+/Xrx7Fjxzhz5ozlWHp+++03Lly4wIwZM9iyZQvr16+3nLO3t2fOnDmMGjWKwMBAAD7++GOWL19u6ZLfsmULu3btYu7cuURFRWWozGfJFkdJkv4TknbPUXQKxXOXol/1ISzruoHfW86ieam25LB1fcM1lCTpTVi5ciWKoqDX6zEYDDRq1IjIyEju3bvHX3/9xaVLl3BycsLKygqDwYCiKJw8eRJIDDALFSrE48ePgcRJMNWrV+edd94hNjYWKysr2rZti8FgwGw2W8ps3Lgxt27dSpb+/PPPZPW6f/8+Q4YMYeLEiRnaHhYgJiYGPz8/Jk6cSM+ePZOdmz59Ordv32b8+PGWY/ny5WPz5s2W16dOncLa2hpPT88XexOfIgNHSZL+cxSdgqJT0Ol0lMxdmgE1v2B5t42MbT6dJiVa4mjt9KarKEnSayKEsLQo1qtXDz8/P/r168eNGzdYtmwZN27cYM2aNTg5OVmuh8TWxe3bt1O/fn1OnDjBw4cPGT16NBUrVsTe3p4vvviChIQEmjVrhrW1taXFERIDTH9/f7y9vfH29ubLL7/Ezc0tRd2OHz9O/vz5cXd3f+4zjB07lrp161pem83mZMvtfPrpp9SvX5+OHTta6g9w7949bG1tLa8LFCiApmncu3fvBd7B5GTgKEnZ2OPIR1x+fIH7YXcJiHhIYNRjQmKCCIsNJSo+klhTDGbN/Nw8VE3FpJowq+ZkHzj/FUl7bis6hdJ5yjK49jes6L6Z7xr+TCWvaig6/ZuuoiRJWUxRFIYPH85ff/3FoEGDWLp0qeVcx44dsba25uzZs3Tv3t0ygUXTNNq2bUu3bt0ICAhg+fLlbN26lWnTpuHj40OHDh0YPHgw7dq1Q1GUZC2OqY1dfDrQMxgM+Pn5ceTIEQ4fPmzpWk7L3bt3mTVrFhUrVqRcuXJ88skn+Pn5AVC/fn3Gjh1L9+7diYmJwd7eHhubxFnnS5cuZejQoVSqVInChQszefJkduzYkWIS0IuQYxwlKRuLjI9g8Nre6V5npVhha7TDzsoOWyt77Iz22FnZ4WDtiLNtDnLYupLD1gUXW1fc7NzJYedKDpscGA3WljxUTUUTWrIJKtlN0gxtg85Ade861PZpQGhMCNuubmTH1U3cC7vzhmsoSVJmK1++PMuWLUOn09GgQQOOHz8OYJkwExcXR8OGDfnhhx+YMWMGX3zxBdWrVycqKorp06ezdu1ali5dSteuXfnjjz/o1KlTsvz37t3LBx98YJlAA4mBYfXq1bl+/TqQOP4waVa0Xq/HbDazfv16li5dmqGZ1VOnTiV//vxs3bqV+Ph4xo0bZ1kiaODAgdjY2PD3339brt+zZw/16tVj/vz5uLq6snLlSnLlysWBAwcs4x1fllwAXJKyucbFvbC3MqAKgaoJVCEwqxpxZpVYk5kYk5lYk0qMyUxkvImo+IzvxuJk40xuBw9yOeYht6MHuRw8yO2YB0+nfORxzouNIfGvWk1oqJqKlT57Loujamb0ioGrTy6x6dI69vhvJ878/D1oJUlKVD6vG6cGt3mtZVaYtIbTD4IzdK2iKLRv3541a9Ykawk8d+4c48ePt8xABsidOzeurq5cvnyZ7t27M3DgQOrUqUN0dDSurq4sXryYDh06EBkZCUDFihXZv38/ERERvP/++5w5cwaAJk2a0KVLF0uQ2bhxY7p160bHjh3Zvn078+bNswR+2Y0MHCUpGyuV24ULX7R7oXtUTRCVYCI8LoGw2HgCo+IIiIrlyT/pcWQsj6NiuR8ezb2waEJj49PMy80+J145CvyTClLA1ZuCLoVwsXP9pywVEJaJK287TVPR6RRiTbFsvfIX6y+u4WH4y48FkqT/D7LLzjEvw9HR0RIkpqVEiRJcvXoVTfv/sbOVDBwlKRvLrL/0zZqGpgl0Oh1W+uTd0LEmM48iY7gdEoV/cDg3giPxDwrnRnAEN0IiU23BdLR2wsetCD7uxSjsXpRiuUri6ZwPRaegCQ0htLc+mExqhTx1/xjrzvtx7O5BueWhJKXhbd+rWso8MnCUpGzsdXcRJagqik6HQfk3uHwSFcv5gBAuBoRy6UkYlx6HciEgNEVLpbXBGm/XwhTNWYJSHmV4x7M87vY5ATCrJgxvaTd3UgAZFPWEdRf82HxpHVEJz2+BkCRJ+q+SgaMkZWNvYmxRaoQQmFQNg15B+Wc9socR0Ry/F8jph8GceRjMqQdBKVoJ3OxzUjL3O5TyeId38pSnkFsR9Ioes2rGoH/7WiQ1oZGgJrDp4lrWnF9OYNTjN10lSZKk10oGjpKUjb0tgWNaVE1DE1i6vwOj4zh0O4Ajd59w9G4gx+8HJuvqtjHY8o5nOcrnrUQlr2oUcPUGeOsCSVUzAzr2+O9g5Zk/uRXin+49kiRJ/wUycJSkbOxtDxxTo2oaAjAoCqomOB8Qwi7/h+y79YgDtwIIjvm3izuHjQvl8lakfL7KVM5fHTd7d1RNtSzu/aaZNTOGf8ZBLj+9iDMPTrzpKkmSJGUpGThKUjaWHQPH1JhUFat/9o69+iSMLVfvsdP/IXtvPkrWIlnIrTBVC9SiuncdiuYsjhDCsrbkm6RqKnpFz6XH51l4bDanHxx/o/WRJEnKKjJwlKRs7L8SOD7LpGpY6RXMmsaxe4FsvXqPTZfvcfphEEmb27jYulKlQA2qFaxFxXxVMBqsLS2Ab4oMICVJ+q+TgaMkZWP/1cDxaZoQaEJgUBQCo2JZf+kuGy/fZaf/A0trpI3BhsoFalDX512qFKiBld5omQ39JlgCyIDzLDg+S3ZhS1I2V65cOVq0aMHYsWNfaLu+0aNHs2HDBg4ePJiFtXu9ZOAoSdnY/4fA8VlJrZEmVWP7tfusOn+L9ZfuEPLP2EhbKzuqFqhJ3cINqeRVDb2if2Pd2UkB5MWAc8w+PJnLjy+89jpI0uvg4O6JjZPLaykrLiKUqKCHL3SPlZUVtra2JCQkIETqYY/BYMDa2prQ0FCEEOTMmZNNmzZRtGhRjEYjy5cvZ86cOTRp0oTPP/+cmJgYy70ODg5MnTqVoUOHJsuza9euDB06lDJlyliOjR49Gh8fH8vrAwcOMGnSpBd6nhdVrFgxHB0dOX36dLI9s1+GDBwlKRv7/xg4Ps2saeh1OjQh2HcrgJVnb7Lq/C2CohO3C7Qz2lPTuy6NS7SklEcZSyD3uiW1fh68tYd5R6ZzP/zua6+DJGUVB3dPOk3ficH4ehYANyfEsbT/uy8UPDZp0oRVq1ZhMpksO7zY29ujqipxcYmfF1ZWVlhbW1OwYEEePHgAQLVq1Xjw4AEHDx7Ey8sLgOHDh2NlZcWoUaMs+S9evJi7d+/y7bffAhAXF0dsbCyqqqL/Z/y20WikT58+9O3bl71797Jr1y5mz57NxIkTmTFjxnPrrygKU6dOpXPnzuj1ehYsWMDgwYNRVRUHBwcmTJhAs2bNiIuLY/z48UydOhUAnU7H6tWr8fX1JSEhAVVVqVWrFk+ePMnwe/est2d9C0mSpBeUtBC5XqejtrcHdQrlYWqr6uy8/pAlp/1Zd/E2269uYvvVTXg65aNhsSa8X7wFbvbur3U8ZFKXeZUCNalWoBabL//F4hNzCY0NeS3lS1JWsnFyeW1BI4DBaIONk8sLBY6bN2/Gzs4u2bG1a9dy5syZZAHgsw4fPoybm1uyY2ltLWgy/TuRz8vLi9GjR9O7d2+EEEyYMAGz2czSpUvp0KEDly5d4siRIxQoUIAtW7akW/9vvvmG8uXLU7VqVYxGI9u3b+fMmTPMnTuXGTNm4OnpSdWqVSlYsCCrV68mJiaG+fPn06NHD1xdXfH29kbTNLZt20b//v0ZOXJkumWmRQaOkiT9J+iTdrPR6WhQxJNGxfIRb1ZZf+kOC05cY9u1+yw8PpvFJ+ZS1rMijYo3o1ah+ugVPTp0r2V5n6RAtXGJljQs1oSVZ/5k1dmlxJpi0rlTkqTXTafToTy1S5Zer0en02FtbY2vry8ff/yx5VyRIkW4d+/ffe0jIiJo3rw57du3Z8WKFTRo0MASoCZ1FVevXh1/f39u376dbl1y5cpF586duXnzJgBbtmzB19eXRYsW0b59eypVqsSdO3e4c+cO8+bNo2XLlsyfP5+HDx9aWiYBzp8/j4vLqw0pkIGjJGVjAZGxhMXG42RjtOzYkhGqJlCFBgIUJfkWgv8FSc9jbdDTqlRBPihTiMCoWP44cY0/Tlzj9IPjnH5wnGkHxvN+8ea0LP0BuRw9XtuEGr2iR6/o6VyxF81LtWX24cn8fW0rQo4ckqS3Rrly5dizZw9CCBwcHAgJCeH333/n8uXLFC9enLp161quvXXrFhcvXgQSA0yTycScOXMoXLgwRYoUwc3NjfXr12M0Gi33NGrUiA0bNmSoLkOGDEn2ulixYqxevRpnZ2eMRiN37/47/EVVVUuguG3bNstxb29v2rdvT9euXV/0rUhGBo6SlI09iojBZcQiy2u9okOv02GlV7Ax6LEzGrCzMmBrZcDBaIWzrZEcNkZy2BrJYWONm701uRxs8XCwJY+THbkcbHGxtUav/BuEmjUNTQislLdj0e0XlbRrTU4HWz6v9Q5f1S3LsXtPmH7oEivP3cTv7BJWn1uGr1dVWpVuT0WvKq9tMo2iU3Cycear+iNoUaodk/ePwT/oapaXK0lS+k6fPo2zszNDhgzhiy++sIxxtLW1ZfXq1ckmmej1eqysrADo0KEDU6ZMsZxPCvoCAgI4ePCg5Xjp0qU5efLkC9erXr16lC5dmhYtWhAUFMT9+/dp1aoVCxYswM7Ojg8++IDx48cnu2fUqFEMGzaMefPmsWfPnhcu82lycowkZXOOufJisLZDaCpCCISmopoSMCfEoSbEY06IgzRmEabGoOjI42SHl7MD+XLY4+Vsj7erI0XcnSmW05l8zvaWbuFntxTMLlRNQ68oRMQlMP/4VWYdvcKVJ2EA5HHKS7OSbWhWsjXWVjavrRtb1cwoOj2bL//FH8dmEBEXnuVlSlJmcC9Uiva/Z6zlLLOs/Lw5QTcvvlIeGRnjaG9vz5UrVwCYOnUqq1atYsGCBXh5eSGEIF++fNy+fRsrKysuXrxI06ZNM1Tu8uXLOXjwIMeOHWPAgAGsXbs2Q3W2t7fn7NmzzJw5k3HjxgGJLZeLFi3i6NGjVKhQAVtbWwoWLEhkZKTlPjs7O5o2bcqMGTPo1asX69evz1B5qZEtjpKUjTl5FKDLzN3pXqeaEjDFxWCKjSYhJpK4qHBiw4OIiwglNiIk8d+wIKJDnxAd8phHIU+4F/YY7qTMS6/oKJDDgWK5clAyVw5K5nbhHQ9XSubOgb0x8S9uk5o421lR3s4WyqTA18nGyKfVSzGk1jvsvfmI3/edZ+Plu8w5MoUlJ+fRuEQrPijbCVd7dzRNRcnCVsikLvL3izenbuF3mX90BpsurUMTr7Z0hiRJL0en0zF37lyuXbtG0aJFuX//PjNmzKBWrVoAFChQgCNHjlCkSBHL9UkaN27M9OnTk+V38OBBunTpYnl9//59hgwZwsSJE1m3bl2aywQ9bfr06dy+fTtZi+K2bdvInz8/RYsWZevWrYwbNy5Z0AgQExODn58fxYoVo2fPnjJwlKT/r4x2Dhm6Tm9lRG9lxMYxh+WYpmkILTEo0SlKiqAoISaKyMAHhD+6Q+ST+0Q+uU/Yo9uEPbjFrSf3uRkSyZYr95LdU9DFkfJ53Sjn6UYFTzcqeeUkt2PiTEaTqmFQXk/r3Ysw/NNaWqNgbuoUysOd0Egm7L/A/ONXWX1uKX9dWEndwg3pUL47+V0KZvmSPnpFj52VPZ/W/JImJVoxbvdP3Ai+lmXlSZKUun79+lG3bl3q1q3Lzp07WbJkCatXr+ann35i6NChREdHkyNHDgIDA7G1teXzzz9n9uzZQOLSO/7+/jRs2BCAtm3b0rt37xRlHD9+nPz58+Pu7k5gYOBz6/Ppp59Sv359KlSokCLIjI+Pp2jRogghmDhxouX42LFj2bRpk6V72mw2v/I6jjJwlKT/pxRFgedMijHaOeBWoBiuXkXQVBVFr0f3z/WaaiYq6BHBt68QcvcaIfeuE3L3Gnfv3+T2hdusvXDbko+nkx1V8ueiilcuqhfMjW8+d2ytDKj/LGmhf0sm5iRNqPHK4cDvzavyy/uVmHnkMhP2n2fntS3svLaFSl7V6FChO+/kKZelE2mSguuCrt5Ma/sHq84tY/GJOcSb47OkPEn6LzMYEn9OzWZzutcmzZo2mUwsXLiQM2fOEBwcbDkfFxfHqFGj+P777y0tjnny5EmRT0JCQopjTwdsBoMBPz8/ateuzeHDh9MNGuvXr8/YsWNp2rQpMTExKdag1Ol0jBw5ku+//z7ZzjZ3795l1qxZdOrUCVVV+eSTT/jqq6/SfR+eR45xlKRs7E2MLXqa0DQ0TUVvSOyi1lQzYQ9u8vj6OYJuXiDwxkUCb15ATfg34DEoOirkdaeWtwd1C+WhVqE8ONsY/wkkdckm5rxp5n+C2z9P+TNmz1ku/zMOsoxnBbr79uEdz/KvZSa2JjQCo57w+56f5f7X0lvnbV8A/KOPPmLWrFmYzeZ0u4OTJrm0atWKv/76CwAPDw9OnTqFp6cnOp3OksezgaOiKJY1Hps3b87y5ct5+DCxjkljExs3bsz69etZsmQJRqORqKgoNmzYkG5Qu3btWlq1apXs2J49e6hXrx4A3bt357PPPqN8+fLJnlGn0zFmzBh69OhBfHw848aNS9Yi+TJk4ChJ2dibDhzToppNKEpiC6Wmmgm5d52Ayyd5fPU0jy6fIOLxv13cOh2UzePGu0Xy0qhoPmp5e2Bt0Fu2FnwbJNVlw6U7/LjzFCfuBwH/BJCV+v7TApm1XdhJ+e+4uomZhyYRGR+RZWVJ0ot6m7ccfDrYy+j1QLIA8eTJk7i7uzNs2DCGDx9OfHw8Qgj0er1ldxhra2uaN2/Orl27aNKkCV26dKFTp05A4pjHbt260bFjR7Zv3868efNYsWLFCzz120MGjpKUjb2tgWNqVLPJ0jIZExbEg/NHeHjpGA/PHyb0/g3LddYGPTUL5qZxcS9alSqIj5sTqiYA8ca7tZMCyK1X7zFi+0mO3UvsXnrdAWR0QhQT9vzCwdt7s6wcSZKk1MjAUZKysewUOD5LU83odAo6RSE2PJi7p/dx/9wh7p3eT0zov/uo+rg50bS4F61LF6SWtweKTocqxBtdtDwpgNx+7T4/bD/J0buJ9a2YrzIfVx9MQVcfNKGh6LKmjkl577i6hWkHxxGTEJ0l5UiSJD1LBo6SlI1l58DxWZrZjO6fLb1C7l7j9rG/uXNqD4+vnkZTE8f/uNpZ06JkAdq94817RfNhpVcwq5plZvTr9nQX9vCtx7kQEIoOHfWLNOKjqgNws3NDl0XBIyS2PobFhvLbrpGceXAiy8qRJElKIgNHScrG/kuB47M01YyiN5AQE8mtYzu5dXQHd0/vwxyXuK+zo7UVLUoWoHP5wjQsmhfln3FMb6I726Rq6BUdy87c4PttJ7gVEomV3kiLUu3o4tsLG4NtlnVfJ3WNrz2/gvlHp8uZ15IkZSkZOEpSNvZfDhyfppnNKAYDqtnEvTMH8D+wgdvH/iYhJnGRWzc7a9qVKUTXCoWpUdADs6a9ka5sk6qh08H0Q5f4cecpgmPicTA60rFCD9qU6YBAYMiiGdiapvEo8iG/7PyO64FXsqQMSZIkGThKUjb2/yVwfFpSS6RqNnH39D7892/k1tHtmOMT1y4r5OpId9+ifFSpGHmd7d/I7GyzphFrUhm14yRTDl4kQdXwylGAATW/oEK+ylm2C42qqYBgzpGprDm3PNPzlyRJkoGjJGVj/x8Dx6clBZHm+DhuHN7KtT1ruH/uMEJT0emgbiFP+lQpRrt3CqHodCg6XuvONZoQ3A+L5ouNR1h1/hYA1QvWZkDNL3Czz5llk2cAjt45yJhdo+SyPZKUSfLmzUtkZCQRERn/mRo9ejQbNmzg4MGDWViz10sGjpKUjf1/DxyfltSdHRsezOWdflz+24/wh4nBWk57G3r4FmVA9VIUcHF4rRNqVE2gV3Tsu/mI/msPcvFxKEa9NR+U60ynCj3Q6ZQs6b5WNTPhsWH8b8e3XAg4m+n5S1J2smjRIlq1akV8fOIYYBsbG6ZOncqwYcMs19SrV49ff/2VqlWrpprHunXrsLKyomnTphkut2vXrgwdOpQyZcpYjo0ePRofHx/L6wMHDjBp0qQXfaQUihUrhqOjI6dPn37lbQWfR245KEnZWNIYv4zQNBWhaSAE6HQoesNbt2/0q1D+2VbM1tmNcq16U6FtPwKunOLi9mXcOLCJsXvPMW7fORoWycfgmqVoUjz/a+nGTtoJp1qB3Jz9rA1TDl5k5I5TLDk5n53XtjC41tf45q+KpmmJ20BmWrkGnG1dGNdyBouOz2H56YVoQsu0/CXpac553LF3cXotZUWHRhD+KOiF7klISGDgwIEsXLgQgAEDBpA7d+5k18TFxVkCy2e1b9+eli1bcufOHc6fP285bmdnR2RkJHXq1CE8PDxZXrGxsZbFwUNDQzEajfTp04eqVauyd+9edu3axezZs9m1a1e69VcUhalTp9K5c2f0ej0LFixg8ODBqKqKTqdj9erV+Pr6kpCQgKqq1KpViydPnmBjY8Ps2bNp2bIlsbGx/PHHHwwfPvyFFkR/lgwcJSkbiwi4y4KeVTHaOaBT9Im7tej16K2M6K2sMVjbYDDaYGVrj7WdI1Z2DljbO2HtkANbJ1fscrhjm8MNW2e3FNuFqWYTOnSWgCw7UfSJdc5VtCwexStQq/cPXNqxkovblrL92i22X7tPEXdnBtYoRe/KxbA26FGyOIhOClAH1ihF1wpF+GzDERafus7wzUOoW7ghn9b8EnujQ6bOvk7Kq3ulvpTLW5H/7fiWiLjwdO6SpBfjnMedL7dOx8ra+FrKM8UnMO79/i8UPCa1wL3zzjuWvZw1TcPa2hqz2YyqqmiahqZpWFlZodPpLPtNN27cmJkzZ7Jq1Spy5MhB48aNMZvN+Pr6sn37dvr165csaATw8vJi9OjR9O7dGyEEEyZMwGw2s3TpUjp06MClS5c4cuQIBQoUYMuWLenW/5tvvqF8+fJUrVoVo9HI9u3bOXPmDHPnzqVHjx64urri7e2Npmls27aN/v37M3LkSIYOHYqiKJQoUQJPT09WrlzJlStXLAH0y8h+vxEkSUomNiww2YLZL8vK1gF711zYu3ng6O6JY658OObyxNmjIM6eBbHL4W65VjObQKeg6LNuh5TMkDQBxWjnSJlm3SnX8iPunz3I2Q1/cP3kbgb9dYjvth2nT+XiDK1TllwONggBShbul61XFFzsrFnUoS69KhWl7+oD7PHfwcl7R/m4+mDeK9Y003ef0el0vJOnPDPaLWbE1qH4B13NtLwlyd7F6bUFjQBW1kbsXZxeKHB8eg/p0qVLc/DgQYQQrFq1iho1aqBpGm5ubphMJgICApg5cybffvstFSpU4M8//6RDhw7s2LGDlStXsnbtWhYvXszvv/9Or1692LFjR4ryIiIiaN68Oe3bt2fFihU0aNCAUaNGAf8GsdWrV8ff35/bt2+nW/9cuXLRuXNnbt68CcCWLVvw9fVl7ty5PHz40NL6CHD+/HlcXBK3f6xcuTLTp0/n4cOHPHz4kL///puiRYtm+H1LjQwcJSkbc8rtxpdbp2O0tQZAUzU0VUU1mVFNZszxCcTHxBEfE0tcRAwx4ZHERkQTGx5FTGgE0aERRIWEExUURsSTEMIf3Sbswc1UyzLY2OGcpwA5PL1x9SqCS/4iuBcsiZOHF4qiRwiBppot2wq+bZJaIT1LVyFf2RpEBNzlzF/zuLJ7NeP3nWfKwYt0Ll+Y4fXLUdjdOUuX9Elq3axR0IMLn7flp79PM2bPWcbt/om/r23l87rfktM+VyZ3XetxtXNjUus5TNj7Kzuvpd/KIUn/FUnDchISEnj8+LHlePPmzQGoX78+69ev5/jx49SrV89y/tSpU+TLl4/Y2FiMRiMLFixgyZIlNGvWjG+//Zb169enKEuv12MymZgzZw6FCxemSJEiuLm5sX79eozGfwPsRo0asWFDxsaoDxkyJNnrYsWKsXr1agC2bdtmOe7t7U379u3p2rUrABcuXKBv374cOnQILy8vmjVrRseOHTNUZlpk4ChJ2ZiDm7MlaARQ9AqKXsFgTD140zQNoWoIBDqdgt6QvFVLUzWiQ8MJvf+EkPuPCX3whOC7AYTcCyDoziOCb10m+NZlbjx1j2Iw4pq/CDkLlcK9UClyFymLm3dx9AYjQtMQQrMEbW+DpLo45spHrb4jqNp1KOc3LeTcxoX8ceIaC05eo2XJgox6rwJl8rhlaQCZ1H096r2KdKtYhK7L93D07nF6r/iQnpU/oU2ZDpna+qhX9ChC4av6IyiWsyQzD0/8ZwkfSfpvS/ojTFEUoqOjkx2DxK7g2bNnU758ecsxDw8PGjduTIECBahQoQK1atXi2LFjzJkzh61bt/LRRx9x7949S6thUFAQw4cPp127dkyZMsXSApgU9AUEBHDw4EHL8dKlS3Py5MkXfpZ69epRunRpWrRokez4qFGjGDZsGPPmzWPPnj0A/Pbbb1y6dImwsDAApk6dajn3st6eT3NJkrKcoijwnCBI0Ss4urvg6O5CvncKIzSBYtD/+9d6bDxBdx7y+NodAq7fJeDaHR5fv0vQzYsE3bz4bz4GK9wLlkgcY1i0PJ7vVMXBzQNIHDv5NrRK6v55H4x2DpRv049yrftyeccKzqybw7qLt1l38TbNS+bnx/d8KeeZtQGkotPh7eLIof4t+H3/eb7fdoKZhyZy5PZ+vm4wkhy2rpkWPCZ9LZuXbkuRnMUYte0bQmNDMiVvSXpbGf4Zq+3h4UFgYCCQ2DII0LlzZ5ydnVm5cmWywDE0NJSGDRvi7+/P3Llz6datGzExMcTHxzN79mw6deqE0WjE19eXMmXKEB8fT3x8PEuWLGHJkiVp1mXt2rUA9OvXj2PHjnHmzBnLsfTY29szZ84cRo0aZXmOJL/99hsXLlxgxowZbNmyhfXr1/Pzzz9z4MAB+vXrh4uLC8uWLePTTz9l6tSpGX/zniGX45GkbMyzZCEGrfn9tZermhPXSUwa4xgXFcPDSze5f8E/MZ27Tsj9x8nucXD3JE9JXzxLVcarfG2ccuVDCIHQ1LemRVJTzaDTcX3vX5z0m0bYP8v5NC2Rn1/e96VMHjdUTcvSbQ1VTXA7NJJuy/dw6M5j7Iz2DKjxOQ2LNUUTWqau/ahqZsLjwvl202fcCL6WaflK/7+8ic+hyW0+5+Gl1IfVpObnn3/myJEjdO3alXXr1hEbG0vu3Lk5fPgwO3fupGHDhlhbWzN69OhkXdUAe/fuxd3dHU3T0Ov1lChRgosXLyabmTx8+PBk3c6NGzdm+vTpyfI5ePAgXbp0Ye3atSxfvpwVK1bQvn17xo4dS8GCBTM003nhwoXkzZuXhg0bpnn9d999R8WKFWndujUhISHUrl2bCxcuAIld8z/++GOyAPlFvR2f1pIkZSvPdnHbONjhXakUBcoXR2+V+LESGx7FndNXuHXyEndOXeH++etc37ee6/sSxwQ55PQkX5kaeJWvRYEKdTDaOVoW9H5TksouUrsFReu04vqBjZxcOYVNl2+w+cpd2r1TiF8bV8LHzQlNE1kyiUav6CiQw4H9/Zszft85vtt6grG7f+LQrX18Vnc49kZ79Jm07qNeMeBsk4NJrefwvx3fceTO/kzJV5LeNt9++y12dnYsWLCAdevWkSNHDg4fPsz27dv57rvvOHPmDFWqVEn13hYtWhAdHY3ZbOaXX37hxo0blrGRABcvXsRsNie7x2g04u/vT8OGDQFo27YtvXv3TpH38ePHyZ8/P+7u7ilaEJ/16aefUr9+fSpUqJAsaBw7diybNm2ydEEnzRKHxJbW3LlzWwLHPHnyWFpaX5YMHCVJyhQ6nc4SNALYOjtQtFYFitYqj6LXYzaZuXf2GjeOnOPG0fPcPXOVK3/7ceVvP3SKntxFypK/Yh28q7yHW4FiieMjIVMniGRUUgBZuEYTitRqxrW9f3F82UT8zt1kzYVbdK9YlJ/f9yWXvW2WBI9Ji5N/XqsMTYp50WHpLg7e3svF5ef4qv4IfPOnvkDxy9AriUMRRr0/hlmHJ8mtCqX/rNGjR7Nt2zbu3LnD1q1b6dSpE7169WLTpk3PvS9pqZ369eszZMgQSzCYxM3NjUePHiU7lrSUz9OeXpTbYDDg5+dH7dq1OXz4cLpBY/369Rk7dixNmzYlJiYGe3t7VFUlLi6Ou3fvMmvWLDp16oSqqnzyySd89dVXQGIr56+//srEiRNxc3Pju+++Y+7cuc8tKz2yq1qSsrE31VX9soQmErt7DHpM8QncPHaBa/tPc3XfSYJuP7Rc55DTE+/KDSlUrRF5SlZCp9MhhMiS/Z0zQlPNgI7LO1dwYsUUokMeY2ul57Na7/Bdg/JY6ZUsG/9oVhMD6K83H2PigfMgdLQr24leVfoDZOqyPQAbL65h2sHxctKMlGFve1e10Wjkt99+o1mzZlSpUoWQkBB69+5Nv3798PX1BaBmzZp8+OGH+Pj40KRJk2T3v/POO/Tt25e+ffvyzTffMGHCBOzt7alQoQI+Pj7MmTOHnDlzWiagQGKX8PLly3n4MPFzzd7enrNnz9K4cWPWr1/PkiVLMBqNREVFsWHDhhQtls9au3YtrVq1SnZsz5491KtXD51Ox5gxY+jRowfx8fGMGzeOiRMnAonrSU6dOpWaNWtiNBrx8/NjwIABlrUsX4YMHCUpG8tugeOzNFUDXWKrYuiDJ1zadYzLu45x8/hFNHNi4GLj5Eqhqu9RuFZz8pb6tytJ9wZaIjXVjNBUzqyby6k1szDFRpHbwZYfG1Wkd6XiqEJk6U40u288pNPSXQRExlI8Vym+f+8XXO3cMzV41ITGmQcn+HH7MGISojMtX+m/621fANze3p5x48bxv//9jwcPHliOOzg4EBUVBSROVGnVqhU///wz+/f/O2Rj3rx5tG3bloULFzJt2jSuXUscC6woCidOnCAhIYFVq1Yxbty4ZGU2adKELl260KlTJyBxzGO3bt3o2LEj27dvZ968eaxYseKV3oc3RQaOkpSNZffA8Vmq2YzeYCA+OpbLu49zYfthru47iSkusdvH1tmdwjWbUKx+W3L5vPPGxkRqmkpCdCTHlk7g0vZlaKqZ0h4uTG9dk1reHlk2/tGsakTEJ9Bp6W62XbuPvdGBL+p+S81C9dK/+QWomsqD8Ht8vXEgwdHP70KTJHj7txx8WTly5CAhIYGYmJjXUl52IANHScrG/muB49NUs2rp0r6y+zhnNx/gyp4TmBNMADh7elOsbitKvNsee9fcaGbza90eMWlwevijO+yfPYJ7ZxJbKdqXLcSkFtXIaW9r2ac6MyXN6v5t91m+23YcsyZoXqotn9T4DB26TGt9NGtmwmJD+Wr9AO6H382UPCVJyv5k4ChJ2dh/OXB8WlIQmRAbx/mthzi9fg83jl5AaBo6RSFfmRqUfO9DvKu8h06ngE5nWa8wq2mqiqLXc+fEbg7M+4nwR7exNxr4rkF5vqxTBiHIku5rTQhO3A+k7aKd3A+PpniuUox8fwzONs6ZNuvarJmJNcUwbONgrgVezpQ8JUnK3mTgKEnZ2P+XwPFpSd3ZEYGhnFzzNyfW/E3wncQZjTZOrpRo8AHvNO2Gg3ue19qVnTiBBk6vnc3JlVMxJ8RRMrcL8z6oRdX8uRFCZHowa1I1IuNNtP9zJ3/7PySHrSsjGo2mRO7Smbbeo6qpmDUTI7Z+xan7xzIlT0mSsi8ZOEpSNvb/MXB8mmZWUQx6bp24xLGV2zm/7RDm+AR0ioJX+dqUadqD/BVqv9ZubKFpRIc+Yd/M77l9/G90OuhduTjjm1XF1qC3LLWTWVRNQ6fT8f22E/y6+wyKTs/H1QbT6p32mRasapqKQDD675HsvbEzE2otSVJ2JQNHScrGchX24vONU1I9p2naP3tFJ77W6UBR9OiyYNzdm5bUXRwXGc0xvx0cXb6V4LsBAOTIW4gyzXpSvEE7FIPhtSzpo2kaiqJw+/jf7Jv1A1FBj8jtYMuMNjVoXdobTQiULOhK33T5Lp2W7SIizsS7RRvzWZ1hKDp9pox71ISGDh1T9o9l46U1mVBbSZKyIxk4SlI251O1DDYOtugUBUWvoLeywmA0YLA2YrS1xmhni7W9LTaOdtg62mPv6oyDmzN2Lk7YONolW2BbaBqqmhj0KFm4rExWShoPeXX/KQ4u3MD1g2cQQmDtmIPS73embMveWNs7gRBZvqSPpppRzSYOLxjNha1/ghB8UKYQM9vUxMnaKtNbH82axq2QSJrO38b1oHCKuBfj56YTcLB2wpBJ4x4Bph/8nXXnV2ZafpIkZR8ycJSk/8d0ioK9qxNOuVxxzu2Gcx53cuTJiUveXOQqlBdXLw+s7W2BxFnESV3Dr2viyatICiCD7jxk37x1nPprD+b4BAxGG4o3+IAKbfvh4J7HMsEmqz2+eppdU74i9P4N3O1tmNqqOh+W9cn0pXtMqkacWeWDxTvZdu0+7vY5+aXpRLxyFMzU9R5nH57MqrNLMy0/SZKyBxk4SlI25uZszc7pDXC0t0LVBKoqiDepxCdoRMeaiYwxER1rJiLaRHiUibDIBILD4wkKS0wBwbE8CoolKibtXQvscjiS0zsvOQvlI5dPPvIUK0ie4gVxcMsBJHYTAyivuP9pVhGaBjodseFRHFi4gcNLNxMbHoWiN1C0Tit8OwzCKVe+LA8gNdWMEIKjf47j7Pp5CE2jfdlCzG5bC3srQ6a2PqqaQAcM3XyU3/edx8Zgy7cN/0fl/NUzNeiff3QGy08vzLT8JEl6+8nAUZKysfLFXDm1pEma54UQqJpA0xJ/zHU6HQZ9yqVqYuPMPAyK5dbDKG4/jObWwyhuPojC/14k1+5EEBFtSpG3XQ5HPEsWwrNEIbzKFCF/uWI453YDQDWZk+1b/bbQVA3VZOLQks0cWLCeyMBQdIqeIrWbU7njZzjl9sryAFIIwRP/c/w94XPCHt7C08mOxR3qUr9w3iwpb87RK/RfewBN6OhbbSBtynTM1PwXn5jL4hOvtvetlP155bbDPYfNaykrKCyOe49ffEFuBwcH9u/fT4cOHbh69SoGgwFVVS1rskLiHtJAulsAAlSuXJmAgADu3k17ndPRo0ezYcMGDh48+ML1fVvJwFGSsrH0AseXYTJrAFgZ/g2egsPjuXgjjPP+YVy4EcY5/8T/Rz4TUDq4OZO/bDEKVChBocql8Czpg96gRzWrKHrlreni1lQVoQmOrtjGntmriXgSgqI3UKxeGyp3+gw7l1xZWtfErQs1Di34lfObFqLTwcDqpRjbtAqKTpeprY+aEOz2f0ibxTuIiDPRrGQbPq35Beh0mbZkz7JTC/jj2MxMyUvKfrxy23F1TUtsrV9Pr0NsvEqxNn+9cPD4+++/U6hQIcuez7///js9e/a0BIk6nQ4bGxtGjx7N//73PyBxD2tVVdG0xM9FRVGwsrJi3759bNy4kVu3bjFw4MA0y+zatStDhw6lTJkylmOjR4/Gx8fH8vrAgQNMmjTphZ7lTZKBoyRlY1kROD5PgknFoFcsY/LuPIri8PkgTl4O4eiFIE5eDiYmTrVcb2VjJH+54vhUKU2RmuXJW8oHRVHemhZJzZzY2nB05TZ2z1xFZGAoeisjpd7vTKUPB2Fl65DlXfD3zuzn70lfEhMaSJk8rqzu+i7ero7oM7HV06xp3AiOoNHcLdwJjaJqgZp8/94vmTbjGmTL4/9nr/tzCKBC582cvhqS4etbtmzJvHnzKF26NAEBARm+b/78+djY2ODu7k65cuXYsWMHAAMGDODOnTsUL16cR48epbgvLi6O2NhYVFVF/89niNFopE+fPvTt25e9e/eya9cuZs+ezcSJE5kxY8Zz66EoClOnTqVz587o9XoWLFjA4MGDUVX1ueeS2NjYcPHiRYYOHcqaNa+2KoIMHCUpG3sTH9jPMqsaOkCvV1BVwcWbYew5+ZgDZ56w7/QTHgfHWa61cbTHp0ppitaqQMn6lXHM6YJmVtG94dZI1awiVI2Dizeyd+4aYsIiMdo5UqFNP8q2/OifGetZE+hqqpmE2Gh2TR7K7WM7sbMyMK11DXr4Fs3UZXvMqkZYXAIN52zmzMNgSnmU5ecmv2NtsMm04HHOkan4nfkzU/KSso+3PXD09PTk0qVL9O7dm2vXrvHkyZMXCh4B6tSpw+jRo6lWrRoAn376KePHj+fhw4dAYmBnNBrJkycPADlz5mT06NH07t0bIQQTJkzAbDYzdOhQ1q9fz5IlS1i3bh3h4eEUL16c27dvP7f84cOH07x5c3r16oXRaGT79u18++23zJ0797nnkvz6669UqFCBRo0avdBzpyZ7rrchSdJbw6BX0P/TtarX6yhTxIV+bYuycnRtAra14/ralkz7uhKt63lh1BK4uPMoa0fM4OdaPZnUcgg7p63g0ZXbQOL6h0ldQq+T3qDHYG1FrZ4t+HrXHOr0aYOmxnPkz7Es+aQe/gc2JdZPTX/c04tS9Aas7RxpMnw2NXv/QJxQ6LlyL12W7SberGJWM+f9MOgVctgaOdC/OQ0Ke3Ix4CxD1vUlMj4cs5Y5z9Wn6qc0L9U2U/KSpMzy8OFDevbsydq1a1myZAlTp05Fr9djZWWV6vVWVlaWVsLUGAwGPv/8cxo2bIi3tzdz585l1apVybqfIyIiaN68Oe3btwegQYMGHDlyBMDSEli9enX8/f3TDRoBcuXKRefOnbl8+TJnz55ly5Yt+Pr6pnsOoFSpUgwcOJBBgwalW05GyMBRkqRMZ7T696OlsJcjfVoVYc3YOoTsas/hP95neK/SlC3qwqOrt9k1YyWTW3/Gr3V7s2n0H9w/dx1IWsD89XaIKHo91nY2vP9ZF77aOYuKresTHRzAzgmfsfrrtgTfuQr8M1M7EyVNxnmnSTfajV2Lc56CLDntT8VJa7kVGok5k8ozKAo2Bj1bPmrMh2ULcTvkBgPXfERg1ONMCx4H1hrKe8WaZkpekpRZ1q5dy6BBg3B3d6dXr1706NGDhIQEzGYzJpMJszlx1QOTyURCQgK9e/cGYMSIEZbxjpAYNH7yySfEx8dbJsV4eHgQFBRETEzimEu9Xo/JZGLOnDkULlyYIkWK4Obmxvr16zEajZa8GjVqxIYNGzJU/yFDhnDz5k3L62LFiuHv75/uOYBZs2Zx6NAhqlatSqlSpV70rUtBBo6SJGU5K6t/WyQrl3Jj1MdlOLO0KY+2tWXa15VoWCUPMUEhHFy0gekdvuaXOh+xZexCAq7dBhK7kl8nnaLg4ObMB78OYuCa8RSsWJLHV0/j90ULdk3+iviYSMsyRJldrmv+IrSfuAmfGk24/CSMCpPWsvbC7UwrQ68o6BUdyzs3YFCNUjyOfMTgNb25HXITVcucZ/q87rfU8Xk3U/KSpMxQrlw5fvnlF1avXk1ERATz589HURQMBgNWVlY0atSIM2fOYGVlhaIozJ49G0icMJPU+li+fHnu3LlDREQEy5YtY86cOQCUKFEiWeDWoUMHgoKC6Nu3L0OGDOHQoUMYjUYCAgJYtWqV5brSpUuTkJDwws9Sr149SpcuzcKFKZfCevZc+/btqVGjBg8fPqRw4cJs27aNIUOGvHCZT5NjHCUpG3sbxji+KpNZw8qgEBFtYs3uu/jtuMuOo48ss7tzFspHhVZ18W3TAEd3F8vC3q9L0qLn57ceYuPo+YQHBGHt4EyVLl9SqlFHhKZl+vjHpCWBzq6fz+GFo9FUM0NqlWZc0yoAmTpx5oftJ/hp52nsjPaMbjqZIjmLv/KYR01oCCEYufUrjt797yxDIqXubR/j6O3tzcGDB7l37x7Hjh1LdRZ0gwYNGDduHOXLl092fMSIEdjY2LB169ZkYxy9vLw4c+YMXl5ePH78mPLlyydr5XuetWvXsnz5cg4ePMixY8cYMGAAa9euzdC99vb2nD17lpkzZzJu3Lh0z/399988efKEjh0Tl+GqXr06u3btwt3dnaioqAyV+SzZ4ihJ0huVtOyPk70Vnd/3ZtOkegTubMes4VWoXSEXQbfus+33P/ml9kfM7z2Ky7uOoakqWiaN/UuP8k+QWvLdKny5bTp1P26HOT6afTO/Z/VXbQi9fyPZOnCZIanrukyzHrT6eTl2LrmYuP8C783dQmS8GVMmPvuP7/kypmllYhKi+XrjQK48ufjKLY+KLnGy0/eNfqV4rlfvGpOkVxEXF8e0adNYujTzdjq6d+8eT5484ccff+TRo0cpgsbGjRtz69atZOnPP5NPHLt//z5Dhgxh4sSJGZ4cOH36dG7fvs348eMzdC5fvnxs3rzZ8vrUqVNYW1vj6en5Io+bjAwcJUl6ayQFkc4ORnq28GHv7Pe4u6kNP/Yri3ceO64dOM2fg37j51q92DbxT8IDgoHEVsGspjfosbI20mhwZz7fOIVCVUrz5Po5/D5vzuFFv6GaEjJ98oxOUchVpAwfTtxE7mLl2eX/kIqT1nAjOCLTxj0CDK1TllltaxJvjmXYxkFcDDibKcGjXqfnl6YTyevslUk1laQX9+jRI37++edMyStPnjzUrFkTgLlz5zJ48GBLl/XTjEYj/v7+eHt74+3tzZdffombm1uK644fP07+/Plxd3dPt+xPP/2U+vXr07FjxxR/rKZ17t69e9ja2lpeFyhQAE3TuHfvXoaf+VkycJQk6a2UFETmy2XHsJ6luPFXK/bMakjHRgUxR0Wyd84aRtfvw8JPfubmiYvA6xkLqVN0uOTLRd+F/6P9b4OxcbTlzNrZLBvYiIArpzK9PEVvwNohB61+Xk7xBh9wMySSSlPWsfnyPbRMbOnsXbk4Cz6sQ4Iaz7ebP+Psw5Norxg86hU9Nla2/NZsCi62rplUU0l6Pezs7MiVKxfVq1dn2LBh+Pr6sm3bNipWrAiAu7s7BoOBJ0+epLg3tbGLT6+raDAY8PPz48iRIxw+fJjAwMDn1qV+/fqMHTuW7t27ExMTg729PTY2NumeW7p0KUOHDqVSpUoULlyYyZMns2PHDmJjY1/6fZGBoyRJb72knVRqlMvJ0p9r8mhrW34bVJ6Ceey4vPs4c3v8wO/NBnJq3S5UkzlLJq48LWlR8HJNa/PlthmUbVabiIA7rPuuI/tmjcCcEJeprY+KXo/eYEX9gb9Rs89Iok0arRZtZ/y+c5lXhk5H5/KFWfhhHUxqAt9v+ZKT94+hiVdr2TQoBlzt3fml6SRsrewyqbbS2yQoLI7Y+Nc3gS02XiUoLC79C59hMBhQUhkfXL58eSpWrJhiKbCRI0fSpUsXHj9+zPLly/Hy8qJMmTJs2rSJ1atX06pVK5o1a8aYMWOYN28elStXTlZW9erVuX79OtevX2fKlCmWSTZ6vR6z2cz69evp168ftWvXTrfuAwcOxMbGhr///puoqCiioqLYsmVLuufmz5/PrFmzWLlyJWfPngWgR48eL/zePU1OjpGkbKxsURfOLG2KyayR2PgkECT+YOvQoVNAr6Tcm/q/wGzWUBQdmw8+YOKyK/x9LHFBXwf3HFTv3ITqXZthbWeTpftOQ+KyQYqicGXvSdZ8P42IJyE4eeSnweDxeBSvkOnvvdA07p87xLYxA0iIieTjqiWY1qo6oEOvvHpZmhAsO3ODbsv3oNcZ+KnJeMp6VnzlCTOqpnL24Um+3fxZps3elt4e2WGv6m+//RYfHx969eqV7PjkyZN57733mDp1KlOnTrUcd3JyIjY2FpPp361VP/vsM3777TcWLFjA559/TlRUFIUKFWL+/PkULFiQChUqEBISQpMmTejSpQudOnUCEsc8duvWjY4dO7J9+3bmzZvHihUrXvIdeLNk4ChJ2Zher+OTdkVxsrdC0emwMugwWinYGPXY2RiwtzXgaG+Fq5MRV2frxH+djBitkgcBZlVD0wRWhrdnP+mMSpqVfelmGGMWXWLZttskmDSs7W2p0uF96vRujZ2zI+jI0mdTzSqmuHjW/28Op9btBp2Oci17U7XrUIBMnXmtqSrhAXfYOKoHkU/u817RfKzp9i7Wen2m7HOtCcHyMzfotmIPBsXI6GZTKJ6rVKbMtt55bQvjdv/0ynWUpDfBzs4OHx8fzp8/n+Jcvnz5uH///huo1eslA0dJ+n/Iwc5Ablcb8rjbkjeXHV657cnvYUehvI4ULeBIAQ97S3CpqgJVE8kW9X4bqZpAr+h4HBzLmEWXmL32OlExZqxsjFRu34j6n3yAnbMjukxolUtL0jI6l3cfZ9W3U4kOCcfduyTvfTkFpzz5UTJpaz/4Z6vCmCg2/tiTJ9fPUjaPKzv6NCGHrTVWmRQ8/nnqOj1W7sXWYMeYFtPwcSuaKdsTzjk8Bb+zS145H0mSXj8ZOEpSNmZvZWBa3Wo4GA1oQmDWBAmqRpyqEmM2E5VgItJkIiLBRGhcAiHx8QTGxPEkNpYnMXGoaUyuUBQd+XLZUbygEyW8nSlVyJlyxVwp7ZMDW+vEwCHBpL2VwaQQAiEgMsbE+D8vM3n5FcKjTFjZGKnS4X3qf9IeG0e7VMc6ZRbVrBIXFcOqYZO5vPs4eqM1NXp9R+n3O1uCy8yQuCyRmW1jB3Dn+C4Kujjyd98meOVwyJTgUQjBzCOX6b/2II7WToxvOROvHPnRK6/WeiqEYMTWoRy5c+CV6yhJ0uslA0dJysbK53TjVKcWlmBJ/DPG8enZtjqdDoMu5ThHTQjC4hN4EBXDrYhIbkdEcSsikpvhUfiHReAfHkHCM+sFKoqOwl6OVCjuim8JV6qVyUnF4q5YG/WomkAIkSldpZlFVQWx8WZ+X3KZ35dcJjzKhNHehprdWlC3bxsMRivLRJfMljT28fDSLWz67Q/M8Qn4VG9M/UFj0FtZZ1rXddL2h3tnfs+l7ctwt7dh60eNKevpiiGTAtSxe8/y1aZj5LBxYULrOeR29MDwCsGjJjQS1AQGre7F7dCb6d8gSdJbQwaOkpSNJQWOryqxtVJDr9NZdiVRheB+ZDTng0O5EBzKuaBQzgaGcDU0PFlLpUGvo2xRF2qWy0XtCrmoV9EDFycjqiZACPRvQSCpqhrRcSpjFl1k4tIrRMeasXdxon7/9lTr1BghyLLdaDRVI+j2A/4cPIYn/vdwyu1Fo6+m4e5dMtMn7hxfPpnjyydibzSwoUcjahfKkykTZgBG7jjJqB2ncLfPyZQ2f5DDNscrtTyqmpmQmGD6r+pOeFxYptRRkqSsJwNHScrGMitwfJ6kLnDjPwFgvKpyLjCEIwGBlnQzPNJyvU4HpX1y0KCyB42qelLXNzc2Rr1lEsubpGqCsIgERsw+y+w1/pjMGm4F8tD0656UrF8ZTVWzpAVSNasIVWPtqBmcXLMLxWCk5kffUbpxF4QQmTpp59ymRRyYOwprvYJflwY0LZ4fJZOCx4HrDjH10EUKuHgzqfVcrA02rzTmUdXMXHlyiaHr+2PWMnfxdEmSsoYMHCUpG3sdgWNaElQV4z9BVlBsHHsfBLD3fgB7HgRwISjU8sFitFKoXSEXTWvkpXU9LwrkccCsaig6XaYFNC9CiMTu/LuPovli4knW7ErcQcGnyju0/KEvOQvly5LZ10kB4qm/drN25ExMsfEUrduKuv1/RdHrM6/rWgiu71vPrslDUYTKog51+bCsD0omPJMmBB2X7mLl2ZuU9ijLb82nolf0KLqX/4NAExrbrmxkwt5fXrl+kvQiihcvTmBgIMHBwRm+x9bWFi8vL/z9/VOs+5ia0aNHs2HDBg4e/O/s2S4DR0nKxt5k4Pgss/ZPMKjTERIXz467D9l25wHb7jzgYfS/a66V8nGmdd38tG+Yn3cKu6Cqiesxvu5lgFRVoNfrOHQukIFjjnPqSgiKXqFqp8Y0+qwrBqNVlnRfJ3VdL+z/C8F3HuFWsDhNv5uHnUvOTB33eOfUHrb91h9hNjGrbU0+qlTsld9jTSTOsG88bwt/+z+kVqF6fNfwl0z52o3f/T+2Xd34yvlIb4aXoz3uNq9pHce4OO5FRr9yPidOnGDt2rUvtB1hyZIluXjxIrly5Up3txeArl27MnToUMqUKWM5Nnr0aHx8fCyvDxw4wKRJk16s8qkoVqwYjo6OnD59OtkuNZlNBo6SlI29TYHjs0yaZpmUcyE4lHU37rLh5l2OPw6yfOj45HOgfcMCdGtaiOIFnd9Id7bJrKHX6/jjrxsMm3aawNB4HNycafpNL8o3r5Ml3deqWcWcYGLFl79zadcxbBxdaPT1dDxLVsq8GdeayoNzh9nyS19UUxwz29SkT+XirxzkqZpGvFmj1owNnHoQRMvSHzCg5hevlKcQArNmZtCaj7gRfO2V8pJePy9He652a4OtIfPWKn2eWLOZYovWvHLweOTIEebOncvcuXMzfI+Pjw/+/v5YW1unuq1gkri4OGJjY1FV1bJjjNFopE+fPvTt25e9e/eya9cuZs+ezcSJE5kxY0aGym/bti0DBgygfv36lmM6nY7Vq1fj6+tLQkICqqpSq1Yty1aI/fv354cffiA6OprevXuze/fuDD9vat78qHVJkv6TrJR/FxMv7ebCN77vcLRDcwL6dGBavarUzefBrQfR/PrHRUq020CZDhuZuPQKgaGJW4mZza+21V2G62lQUHQ6ujcvxI2/WtH/g6LEhEawYugE5vT4gbBHQRnqknoReoMeo42RbtOH02DAh8RHhbFhRFfOb16caWUoip68ZarR9Ic/0Btt6bfmALOPXkG84v7WekXBaFDY+tH75M/hwF8X/FhxevEr5avT6VB0CqPeH4OD0fGV6ie9fu42Nq8taASwNRgypXVTVdV0/5BycHDA0dERGxsbrK2tMRqNACiKgrW1dbKkf+oPTC8vL9asWUPOnDlxcXFhwYIFTJ8+naVLlxIREcGlS5c4cuQIBQoUsGwPmJ6GDRuyYMGCFHXu0aMHrq6ueHt7U6RIEe7cuUP//v0BeO+99xg3bhx9+/alS5cuzJ07F1fXV9s3XgaOkiS9FklLw+Sys6VPqWLsbtuYx306MLlOFarlycV5/zC+mnyKPO+vpung3Ww68ACzqqGqr6dTxKBXcLSzYupXlTj1ZxMqlnDlxpFz/N50IPvmrkVTNVRz5nX/JLUsNhzYka5Tv8FgY+DA3FHsnfk9mqYiMmFbPkXRk6eELy1GLUZvbccnaw8w68jlVw4eDYpCDltrtvVujJONFfOPTufw7X2vtJWgXtHjZp+TrxuMREf22r1Iyp6SgrrnmTZtGgEBATx+/JiAgACOHj0KwKNHjwgICLCkqKgohg0bZrkvIiKC5s2b0759ewAaNGjAkSNHACzdyNWrV8ff35/bt2+nW1cfHx+mT5/O9OnTU5x7+PAhgwcPRlVVhBCcP3/e8lyffPIJCxcuZP369Rw+fJi//vqL1q1bp//mPIcMHCVJeu2SFqd2t7WhX5niHGrflNs9P2BElXLks7Nn88EHtPpyL15N1jJi9lkeBiaOkTSrWd8KqdPpKFXImWMLGzPh84pYKxpbf1/M1A++JOj2Q8u6iZmpeF1fBiwfg3Medy5uXcKmH3thTohHU199prGi15OrSFma/7AAvdGW/usOsuDEtWRrfb4MK71CYXcn1nZriF6B0X+P5F7YbdRXmB2tV/RUzl+dD8t3e6W6SVJ6rK2tyZ8/P2XLln3udd27d8fe3h5nZ2dcXFxo3rw5oaGhuLi4JEtnzpyxTLLR6/WYTCbmzJlD4cKFKVKkCG5ubqxfv97SYgnQqFEjNmzYkKH6BgcH4+vry6VLl1Kc27ZtG2fPngXA29ub9u3bs3btWgDKli3Lrl27LNceO3aMChUqZKjMtMjAUZKkN8rqn5a3Ak4OfFe5LLd7fcDutu/zYVFvQsLi+XneBfI3W0vrL/dy6GziYHRTFndjGwwKiqJj4IfFuLKqBQ2r5OHhpZtMbv0Zu2auQlM1tExsfVT0ety98zJoze94lSnCvTP7WTW0NbHhwZkWPOYuVp6m389Hb2VD71X78Tt3E0179ZbHuoU8mdmmFnHmWL7d/DlR8VGv1PKo0+noUfljyuX1faW6SdLzVKtWjdDQUOrXr59uq+PTvL29U20hdHR0JCQkBIAOHToQFBRE3759GTJkCIcOHcJoNBIQEMCqVass95QuXfq54ySfFhYWRnh4+HOvGTVqFFevXmXjxo3s2bMHACcnJ27dumW5JiIigrx582aozLTIwFGSpLdGUnd2Tc/cLG9cl0e9O/BrjYrks7Nn3Z571Om7g3KdNrF8+23Mqpbl4yD1eoU87jZsn9aA+T9Uw96oY8fkpUzv8DVhjwLRMrEFVG/QY+tkz8d//kKphlUJvXedVV+2IuzhrUwLHvOU8KXJd3PRGazosmw3m67cTVyo/VXyVXR8VLkYg2uWJjDqMT9s/TJxB6NXadEUguHv/oSzTY5XqpskpaV79+4sWbKENWvW8OWXX2b4vkqVKnH69OkUxx0dHQkNDQVgyZIluLq6kjNnzmTJzc2NFi3+nczYr18/+vTp88pdx0l+++03OnfuzAcffGApx2w2Ex8fb7kmLi4OOzu7VypHBo6SJL11kgJIVxtrvqxQmps927GuWQNq583N2WuhdPvhEN4t1jFl5VVi49Us7cJO2vmma1NvLq9qToPKHtw/f50JLQZzzG87QKZNnlH0ehSDni6TvqZm9+ZEhzxmzdfteHT5ZKZ0kSt6PZ6lq/De0KloOj0f/Pk3e24+xJwJef/erCoNi+Tl8uMLjN/9v1eava0oehytnRha/4dXrpckPatQoUK0bduWefPmMXnyZAYOHJhseZy0GAwGWrVqlazVMEmOHDkICwuzvG7cuDG3bt1Klv78889k99y/f58hQ4YwceLETFnSKiYmBj8/PyZOnEjPnj0BCAkJIWfOnJZrHB0dM9zKmRYZOErSf4Cqaaia9srj1t5GBiVx1nMT73zsbdeE051a8GFRbx49ieXz30/i1WQNoxdcJDrWnKUTaQx6hdyuNuyc/i4TPq+IXjOzbuRMFg34lfjo2EybOKMoCjpFR7NhH9Hsm16YYqPYMLI7N49uR4hMCB4VPQV961Nv4BjiVY1WC3dw/lHIKwffAljV9V2KuDvz9/WtrDzz5yvVN2m8Y4tS7V6pXpL0NEVRLEvwXL58matXrzJt2jSWLVuGra3tc+/97LPPiIiISDEL2sbGBjs7O0uLIyQuvePv74+3tzfe3t58+eWXuLm5pcjz+PHj5M+fH3d395d+prFjx1K3bl3La7PZbJmAc/z4capWrWo5V65cOR48ePDSZYEMHCUpW7sSGsaMc1dYcf0Wftdvs+7GXTbdusfue484/jiIq6HhBETHEmNK2dUphMCkaphew4STzJA0FvIdNxeWN67LzZ7t6PdOMaKizHw/4yz5mqzh5/nniYkzZ1kLZFLr48AOxTm9pAmlfXJw6e+jTGg2iHvnriFesdv3WTW6N6fDuM/Q6TS2jx3Ilb9TtnS8DJ2iULROS2r1HUlUvIn35m7hbljUK30v6BUddlYGNvdq9M9M6xmcf3T2lbcS/Lj6YLxdC79SHpIEiUHj4sWLcXZ25vvvv7ccHzlyJABbtmxJNbgD+OCDD/jll18YOnRoinN58uQB4PHjx5ZjqbXqPb0ot8FgwM/PjyNHjnD48OEMLSaelrt37zJr1iwqVqxIuXLl+OSTT/Dz8wNg1apV9O/fn9y5c5MzZ04++ugjtm3b9tJlgVwAXJL+37BSFNxtrclla0see1vyOtiRz8Ge/I72+Dg7USSHEx72tpat6UyahkLiun1vo6TW1aDYOH45fo5Z568Sp6q4OVvzdfdSDO5YDEWnw5BFC4qbzYktvEPGn2TGqmsoeoWGgzpR7+N2aJqGkmkLeWvcOHKORQN+xRQbT7Xu31C+dd9MyRvg2NIJnFg5hQIuDhwb2ApXO2vLUIGXYdY0Nl++R6tF23G2cWV2+z9xtHZ+6T2tVc3Mw4gH9F/VjXhzfPo3SK/dm9iIoMLS9ZwOzPhWgUWKFGHmzJl4eHhQp04dgoKCkp3PkSMHO3bswNPTk+HDh7N48WLLEJT+/fszYcIEvv/+e8aMGWO5p1ChQjg7O9O/f3/ef/99vLy8LOeaN2/O8uXLefjwIQD29vacPXuWxo0bs379epYsWYLRaCQqKooNGzZgNmfsD6zu3bvTo0cP6tWrZzmm0+kYM2YMPXr0ID4+nnHjxjFx4kTL+SVLlljGPO7bt4+mTZtm+H1LjQwcJUmysNbr8XF2pLirMyVdc1DazQXf3G54Ozmi6HSoInHSw6sEFpktae/p4Nh4Rh09w5yLV0lQNfLltuOnfmXp1qwQqiqydEeatbvv0nPUYcKjTBSrXZGOv3+BlY11pm1ZqKkq98/7M7/Pj8RFRlOpwxAqdRiUKXkD7J42jMs7VlAmjyuHB7TE2qBH/4r7iA/bcozRu89S0qMM41vMeOnAERKD582X1zF5/5j0L5Zeu7d95xhbW1vOnj3LiRMn+Pjjj4mMjEz1OhsbG0aMGEG1atV47733Er/vNm+mRo0afPLJJyxatCjZ9dOnT+eTTz4hKCiIIUOGsGTJEsu5Jk2a0KVLFzp16gQkjnns1q0bHTt2ZPv27cybN48VK1a85Dvw4qpWrYq9vT27du165XVcZeAoSVK67AwGyudyxTeXO5U93Knt6UE+R3sAElQNo/7NB5JJAeSj6Bi+PXSKxVduoAlBmSI5mPC5L/UreaCqmqW7OTOZVY2HgbG0/nIvp66E4JovN12nDSN34fwomVSeZlZ5fOMec3v8QHRoBBXa9adql4zPBn0eoWlsGd2P28d28n6xfGzs2eiVW5o1TdBo3hZ2Xn9A63c+5JMan71yPb/d9BnH7x1+5XykzPe271Xt4uKSbAxiRpUsWRKTycT169dTnMuZMyf29vYZWsD7v0QGjpIkvZQ89rbU9MxN3XweNPTKSxEXp8Q9h4WwjEd8EzQhUHQ6LgWH8fn+Y2y7kzgQvHntfEz+0pf8HvYor9ialhqzqqFpgk9GH2P+XzcwWBtp9/OnlGtWO9PKUM0qwXcfMbvbd0QFhVG25UfU6PntK+crNA1NNbF2+Ic8uX6OvlWKM6ttrVerq6YREW+i7ITV3AuL5tuGP1PTu+5LtzxqmkpYXBgfLf+Q6ISoV6qbJEkvTwaOkiRlCk97O97N70njAnlpXDAfztZGTJr2xoJIs6ZhUBR23HnA4H1HuRwSjtFK4cuuJfm+9zvoFV2WdV/PWXudT8ccJ8GkUatXS5p82QOByJRxj6pZJezBE2Z2HU7kk1DKtepD9R7D0r8xHZqqkhAdgd+XLYh88oDfmlRmaJ0yr7RMiEnVOPUgiJrT12Olt2VW+yXktM/1CuMdVXZe28L4Pf976TpJkvRqZOAoSVKm0+t0VM2Tk5aF8tOuSEG8nRwtgdzrljjJR8fUs5cZceQ04QkJFMhjz7SvK9O0Zl40TWR6C6SqCY5fDKbVl3t4HBxHsToV6TzxK/RWhkwZ96iaVcIeBjKz8zAiA0Op0PYTqnZNOdvzRWmqmfCAu6z+qjWmmEjW92jE+8XyvdLXTROCMXvOMmzLcYrmLMGk1nNfabwjwHebP+fY3UOvlIckSS9HBo6SJGW50m4ufFCkIF2K+1DI2fGNtESaNY2IBBOf7zvGwsv+ALSp78WMb6rg6mzEkMljH01mjeDweJoM2s3pqyHkLlqAXnN+wMEtRyYFj2bCHgQyo/MwooLCqNRhMJU6DH7lfDXVzMOLx9gwsjsOVgrHBrbCx83Jsr/4y3p/7ha2XbtP+3Jd+ahK/5duydQ0lfC4cD5a/iFRCalPcpAkKevIwFGSpNeqQi43uhT3oVtxH9xsbV5rS2TS+McDDx7T5++DXAkNx9nBivGfVeSjloUzffKMWdUwq4JO3x5g7e57OLjnoNecH/AoWgBFnzktjyH3ApjR8RtiwiKp3vNbyrX86JXzFULj3MaFHJz3E4VcHTk5uA2O1oaXnjCjahrhcQmU/n01ARGxjGk+lVJ5ymJQXm4Wrqqp7Lq+lbG7f3qp+yVJenkycJQk6Y0wKDoaF8hH79JFaVowH/D61ow0aRoI+N/xs/x6/BwmTePdKh4sGlWDnC7Wmdr6mNQV/tXkU4xddAmjnQ2dJgylWK3y6DJpzOOTG/eY1eVb4iKjqffpaIo3aIdO9+p57576DZd3rqSejyc7+jR+pa+PSdXYf+sR787ZjIutO3M/XIad0R7lFeopu6wl6fWTgaMkSW9cHntbPipVlAFlSuBhb/vaWiE1IbgaGk7Xbfs4+SQYJ3srJn3pS4/mPlky9nHmqmt8OvY4Ah2tf+xPpbbvZkq+mlnlwaUbzO7+PeZ4E+8NnYp3lYYorziWUFPNrPu2IwFXTvJ57XcY36xq+jel47MNh5m4/wJVC9Tix8ZjX75umkpwTDAfLW9PnDnuleslSVLGyMBRkqS3hl6no5VPfr6oUJpqeXK9lrGQZk1Dh45fT5zjx6NnMGkaret5Mf+HatjbGjJ15rWmCTYffED7b/YTG6/S6LMu1Ps4c/Zi1lQV/8PnWPjJz4BC85GL8CheAUX/8osya6pKXFQYKwY3JjYsiFVd36VlqQKvFNSbVI0Kk9ZwISCUIbW/oVHx5q+wRI+G39klzDs67aXrI0nSi5GBoyRJb6VKud0ZWrE0bQsXRH0Na0NqQnApOIwOW/dwMTiMPO62LP25JnUq5HqlJWmepaoaJy6H0HjQLkIjEqjVqyVNv+qZKXlrmsb5rYdY/sV4rGwdaDPajxx5C71i8Gjm8bWz/PVdR+wMOk4Nbk1BF8eXnixjVjWuBYVTYdJa9Dpr5nZYgYut6yst0fPJqm7cDrnxUvdLkvRi3vx2D5IkSak4/jiI9pv3UHThahZcvI5J0zD/s3dsVlB0Ooq5OnOqYwsGli3Bo6BYGnyyk2+nn0HTxP+1d9/hUZVpH8e/p0wmvQcCBAi99yIgTQQEFBW7a++69t5dde1d17W99oaKKAqIKE2K9N5Cr0mAhPQ6M+ec948hWZA6zwQwyf25Li5dk+c5J1klP55y31hW1fwZ2zB0urWO58+Pz6BeYhizPv6JsY+9jWM7QbcC03WdjsNPZcSDV+MpKeTnf11Jaf5ebOvY+uAeck7DJLlVF3pf/TBF5V7O/vQ3fLat/K6modMqKZZnzuhOibeEl6c9HVR5HgeHewY8gkbVF3UXQhxMgqMQ4m9tU34hN077k6affM97K9fhtY5fgHTpOiGGwVsDezHxnCHEu0N4/pPVDLzpd/bml+PzVc1zTVOnWUoUcz85gyYNIln4/RS+ffANf9vEIL82TdPod/U59L1qJCW5exj/1NVYXg+ObanPqet0GnkNzU4dQdqePG4aOzuoVVhD17infwd6N67D0vSFTFj9A5bi+5m6Seu67Rje5mzl9xFCHDvZqhZCVCspkRE83rMT17Vric3x28L22TZ7y8q5cOJ0ZmXsJinOzfcv9qdv5zpVdmmmotbjgBt/Z/22Ajqc0YdLX7sXTdOq5Mb1l3e8yKrf5tKwcz/OfOLjoC7LOLaNz1PGt3edScGubXx60QAu79pc+aa1z7bZlltE+1e/R9PcfHjxN8SHJyitPjqOQ6m3hKtHX0heaY7S+wghjo2sOAohqpWdRcXcNO1PWn/xAz9t2g5wXFYgTV0nMdTNjAuG80C3DmTlljPolim8+uVawH/RJVguUychxs2fH51Bu2YxrJz8J1/f8wqOQ9Arj7Ztc8kr95DSoQU7ls1i1vv/Cmo+TdcxXCEMe+hdDFcIt46bw+acQnyW2nuauk5qXBT/PqM7pd4SXp72lPKWtaZpuE031/e6VWm8EOLYSXAUQlRLG/MKuPCX6fT6dgKL9+wF/BdcqpKh6+iaxot9u/PTyNOJMEweeGsJlz46G6/PVg5N+3OZOjFRLmZ+MJR2zWJYNXkuoyvCYxBfj67r6IbONf/3BLH1k1g9+WtW/vJ5UIFUN0wSGrWgzzWPUOzxcf7nU4Lastp/y3pZxmImrhmnvGVt6CZDW51Ji6TWQbyREOJoJDgKIaq1+buy6PXtBC6dNIM9JaVYVbASeCgjUlNYcunZtIqL4ZvJW+l9zWSy88rxVsG5R9PQiY78X3hcOflPvnvwjaAPEumGQWhkOFe/9xgh4aHM+egZMtYsDOqyjKYbdBhxJY17DGLlrhwe+GV+UO9oOw6fXDQAl6Hz0bz/UuwpwnbUvqeW7ePWvvcG9T5CiCOT4CiEqBG+Wb+F5p+N5eUlK/Hatr87TBUydZ3G0ZEsumQkw1NTWLouh66X/cLKjXlYVbDyWBEeZ7w/hJaNo1k2YSY//OudoOc1TIM6zVK4+KW7cWyLX1+8heKcPUGFR8e2OP3OVwmPS+LN2auYvjEDbxBb1i0SY3hgQCeKPIW8M+c15W4yhm7Stm4HBjarmsLqQoiDSXAUQtQYxV4fD89ZTKevxjE/MwsIbrv3r0xdJ9xlMuHswdzbtT2Z2aX0vW4yE2enV8k2uWnoxESG8McHQ/y3rcf8zsQXPwl6Xt0waHt6T06/9WLKC/P45bkbcIIoqaPpBiFhEZx+56s4aFzx7QxKvD7lc5+6pvHE4C60SIxh2obJLEtfhM9WC7a2Y3NTn7twm26l8UKII5PgKISocdbm5NPv+1+4bspsiry+Kl191DUNXdN4pV8P/u/0Pni9NqPun8l/vllXJfNXXJiZ/t5gf53HT35i+gffBz2vpmkMvu0S2pzWg71b1jLjvw8HVVJHN0wadu5LhxFXkJ5fzA3fzwrqtrmmaXx4QT8A3pj5onKo1TWduPB4Luh0mfK7CCEOT4KjEKLG+nj1Blp9PpbJ29KBqr88c227lvxyzlAiTJO7Xl3Eg/9ZAgS/yukydeonhTPtvcHERYcw+bUvWTh2StXctH71XhJT67Nuxo+snPRF0HP2vuphYuo3YcyKzYxduUX5wpDL0OnftB5XdG1BRv4Ovl7yifJZR13TubTr1SRGJCmNF0IcngRHIUSNlllcysifp3Dl5JkUH4fVx9NSkplz4QiSw8N46bM1XP3knzhO8OV6XKZO85QofnlzEGFugx//9S7rZy/DttQLeeu6jhni4oq3H8YVGsKcj54le2takJ1lDAbf/RqarnPLD7MpKPcqB3TbdnhtZC+iQ118t/QLdhdmqt+y1nSu6H6D0lghxOFJcBRC1ApfpG2i7Rc/8mfGnio/99g6Ppb5l5xF89hoPpuwmfPu/wOrCtoUmqZOj7bxfPdCPzTH5ss7XyRz3TYsn3p4NEyDpCYNGPXkLdg+D5NfvAXLW46tGKh1w6RO8450PucGsorLuGnsLHTFLXBd14gLC+GpId3w2l7enfO6cm1HQzc5o/VZNIxtrDReCHFoEhyFELXGzqJiThs7iQfnLMJXhb2vXbpOvYhw5l10Jp0S4/npj50Mv2MaXssO+sa1YeiMOLUB/7m/O97Scj696d8U5+QHFR51Q6fruafR/fzBFOzewdQ370cPolONpmn0vOweYus34fuVWxi7covyLWtD17n91Ha0T45j3rbZLN25MKiLMlf3vFlprBDi0CQ4CiFqFQd4efEq+nw3kYzikioNjzHuEGZdOILe9eowdcEuhvxzCmWe4MOjrmvcckEr7r+yLYVZuXx0/VNYHq/yKiH4z2Ge+8SN1GmWwua5v7J68tfYwfSz1jQG3fEyaBq3jZtDmc9SXtm1HXh3VF8Af3ke1FYwTd2kX9PTaJnURmm8EOJgEhyFELXSwt3ZdPzyJyZs2VFlc5q6TrhpMPW8MxiYkszsZVkMubVqwiPAS3d0ZdRpDdm9fhtf3f0ymmKgAn/Q0wyDy996cN95x2co2LVD+byjbpgkt+5K+2GXs6uwlPsmzFO+te0ydPo2Sea89qlsy93C+DU/KJ919Nk+aUUoRBWS4CiEqLXyPR5GTZjG/bMWYjsOVhWsPhq6Toiu8+u5Qzm9YT3mrshmyK1TKPcGHx5t2+HrZ/vStXU86/5YzKRXPgvuXU2DxNQGjLj/anyeMn57+bag5gPoc/XDRCbW4/8WpDF3227lLWvLtnltZC9CDJ3PF/4fZb5SpXlM3aRzg+50btBdabwQ4kASHIUQtd4rS1Yx+IfJFHi8VXLr2tB1TE1j4jlDKsPjsNun4bWcoFoi6rqGaWhMfPM06iaEMvPjcSwd/wd2EIFUN3R6XzaC1gO7k71lDfO+fCW4HtmmSd8b/oXjwHVjZqJaKtLQdRrGRnL7qe0oLC/gswUfKL+XZVvc0Cv4UCyEkOAohBAATN+ZSZevf2Z9bn6VnHvcPzwOTElm1tI9nHXXdGzbCapUj2n4C4SPe2UgIS6dHx7/L3s27Qjqsoxt21z0wp1ExMew/KcP2b1uaVBb1k1PGUrjHoNYuyeP12auVF7J1TWNJ4d0IzEilAlrfiCraLdSbUdDN2iR1JoeDXsrvYcQ4n8kOAohxD7bCos45dsJTNq6s0qKhVeEx1/OGVJ5YebCB2cS7NQuU6dHuwT+c38PvGUePrvlWbylQZTU0XXckeGc/+9/4tg2U964N6jajrZtM+DmZzDdYfx76lKyi8uUw3Koy+CJwV3x2T4+WfCech9ry7a4ovv1SmOFEP8jwVEIIfZT7PVx7oRpvLZkdZXMV3HmcfK5QytL9Vz79NwqmFfjxvNacM3ZzchN38Po+14NqqSOYRq0Pf0Uupw9kIJd25jzyXPKc+m6TnhcEt0u+CdF5V7u/HmucjtCU9e5uVcbUuOimL7xN7blbFG6KGPoBq3rtqNz/W5K7yGE8JPgKIQQf2E7DvfPXsit0+diO07Qq4+GrhNmGkw9fxjNY6P5fOLmyvaEwXrv4Z50aeW/LDP9/e9xgtgGd2ybc/91E9F14ln961dkrlmkvmWtG3QedSPRyY35dvlm/ticqXxRBuDpM7phOzYfzf+vclFwy7a4XFYdhQiKBEchhDiMd1akcf7EafhsO+gb16auEx3iYtp5wyrbE771TVrQoVTXNH58pT8xkS5+f+trti9fp3zeUdN1THcI5/37n+A4THv7waB6WWuaRr/rnwDgjp/+xFBcdXQZOpd1aV5ZFHzt7lXKq44d63ehbXJHpfcQQkhwFEKIIxq3aTtDfpxMqc8K+tKMS9dJjgjjt1FDiXSZ3P3aYibM3BlUmR7T1GlQJ5xPn+yDbdl8ffcreErLlM87GqZB6wHd6XxWf/IztjD/69eUbzPrhknj7qfRqNtAVmTm8PHCdfiUy/M4vDC8JwAfzns7iFVHH1d0u05prBBCgqMQQhzVzPTd9P9+EgUeb5WExzbxsfxw5iB04JJHZrNiQx5eXxDh0dA5d2BDbrmgJfm7shnz4JtBnXe0bZuzH7+R8Ngolv/0ETnbNyhvWduWRd9rH0fTDR77dREexeDoMnTObNOIHg2TWJm5TLkVoaGbdGt4Ci2SWiu9hxC1nQRHIYQ4Bkuz9tJ3zERyysqDDo+mrnN6o/q8M7A3peUWZ941nb355cqrcRXeuLcbHZrHsmbaAuZ/O1m5vqOu64RGhnHmg9fg2BbT334QTTGI6oZBTP1U2g69hN1FpTwzdany9rzXsnlqiP9yyxeLPsTUTaV5fLaPCztdrjRWiNpOgqMQQhyjtTn5nDrmF7JLy4IuFK5rGjd0aMU9XdqRmV3KmXdOx7KCq/GoaxrfvdAPd4jOhBc+Jjd9D7bieUfdMOg2ahDNTunAng3LWT15NLalXivylMvuxRUWyeuzVrKnqFQpPLoMneGtG9KjYRKrdi1nZeYyLIVVR1M36d/0NOpEJgc8VojaToKjEEIEYGNeAX3H/MLe0rIqKRT+cr8ejEhNYUlaDtc8pV62BvznHVs0iuaF27rgLS3nm/tehSDmsy2LUU/fguEymffFS3hKCpUuy2iaRkhEFF3Pv5kyn8XjkxehK7aU2X/V8ctFH2Eorjo6wDntL1QaK0RtJsFRCCECtCm/kH7fTyK3zFMl4fHb4QNpHRfD6MlbeeWLNUGtOhq6xl3/aMPpPZPZsWIDM97/XvlmtG4YJDSsR9+rz8ZTXMjcz15Q37LWDTqdfR3hcUl8smg9m/YWKN1Ur1h17J6SyNL0hazbs0b5hvVZ7c4jzBUe8FghajMJjkIIoWBjXgEDxv4S9IUZXdNwmwbjzx5MdIiLh95eyuxle4K6LGNZNp892YfoCBdT3/mOPZvTgyjRozHktkuIqZfI2qljyNq8Ooh2hAbdL7ody3Z46JcFGIoh1GvZPDqoC+A/66h6w9ptujmj9VlKY4WorSQ4CiGEorU5+Qz+YTJlPiuoOo8uXSc1OpLPh/bHshwueHAmuQUeLEtt5dEwdOomhPLaPd2wvD6+e/ANNMWtYQDNMDjzgavBcZj53uPohtr2sG6YtB16KdHJjfh+5RaWZ+xVCt0uQ+fc9qm0rhPLgu1/snnvBqVVR4ALO12m3MZQiNpI/msRQoggLM3ay5k//44VZIcZU9c5p1kj7u/Wnqzcci54cCZBZD1MQ+e6c5oz+JRk0ldvYuZHPwZV27Hj8L406d6W3euXsX7mz0H0snboeendADw2eRFmEKuODwzwF/L+ZunnSquOuqaTFFmXU5sMUHoHIWojCY5CCBGkmem7uXjSjCqZ6/k+3elbvy6zlu7h8feWKxffBv+W9af/6kNkuMmU/35Lfma2coke27I4+/Eb0TSNeV+8FFRR8Bb9RhLboCkT1m4PatXxim4tSImJYNbmaeQUZyu9j2VbnNv+IqWxQtRGEhyFEKIKjNu0ndtnzKuCmRy+P/M0EkLdvPDpamYu2YNP8byjYegkJ4Ty75s74Sv3MPaxt9EN9XqM9Vql0uXsARRlZbB83IfYitvDjmPT/aLbgeBWHXHgrn7tsWyLsSu/wXYC/z4ZukGH+l1IiWmk9g5C1DISHIUQooq8syKNV5esCmrL2tB1EkLdfH5Gf2zb4dJHZ1NU6lO+aW0YOndc0ppubeLZOHcFS8f/oXxRxrFtht9/Fa7QEBaPfRdvSbHSPIdadVQ5I2oaOjed0oZIt4tJa37Ca3mU3seyfYxoe67SWCFqGwmOQghRhR6YvYgJW3YEddPa1HVGpKZwW6c2ZGaXcu3TwdV3tG2Hjx7vja5rTHzxE3wer9I8mq4TER9DnyvOwltaxKLv/oOjsMoH/hDa7cLbAHh6yhLlG9bhISbXdG9JkaeQSWt/VioIbugmw1ufjcsIUXoHIWoTCY5CCFGFbMfhH7/+wbrc/KC7y7zarwdt42P5cfoOPpuwSbkloWnqdGwRy83nt6AoO4/Jr3+hfkZR1xl084WExUSyatIXlORlK9WJ1E2TFv1HElUnhXGrt7Fpb4Hyquo9/Tugaxo/rvwWXVMrzRPhjqR/00FKY4WoTSQ4CiFEFSv2+jjzpykUebxBlenRNI1vhg/Apevc8fIisnLLsRTDo6ZpvHB7F5Li3Mz7ehJZW9KVWwi6QkMYeMP5WF4PC756TbkoOI5D53NvwHYcnp26VGlVVdc0UuOiOKtNIzIL0pm3bRY+hVVHy7YY2e78gMcJUdtIcBRCiONgW2ER50+cHlT9RJeu0y4hjidO6UxBsZer/vUnhuLlFoAwt8Fzt3bGtmx+evoDdENtdU43DE694iwiE2NJmzaWgj071VYdDZO2Qy4mLCaRr5ZuZFdhidJKqM+yuatfewDGr/4BU6ENoaEbtE3uQOO4JgGPFaI2keAohBDHyfSdmTw4e1FQc+iaxkPdOxDnDuH3+Zl8/PNG9S1rQ+fac5rTrU08m+atYM20BcoXZXRD57Qbz8exLRZ+86byqqOmG3Q86yo8ls2rM1eislttGjqnNatPi8QYFu+YT1bRbqV38dk+hrU+W2msELWFBEchhDiOXlmyip82bVe6LOO1bby2zRPzlpJb7r8xfM9ri8nJ9yifB7Qth7fu7wHALy99qlxkXDcNel06nOi6CayfMS6IVUeD9iOuwHSH8eGCNDyK2+dey+bmXm1wcBi/eqxSsXNTNxnccrjyOUkhagMJjkIIcZxd9dssMopLAgqPtuOwdm8e3Ub/zPMLV1T+8/wiL/98cYHyLWvT1OnTMYlRpzUke2sG80b/qnzWEU1j4A3nBb3qGBIeRavTziOv1MNHC9bhVVhRdRk61/VsRZjL4Ne0CTioBeuYsFi6pfRUGitEbSDBUQghjrN8j4cLJk4/ps/17Vtl/Ne8pXT75mdWZuce9Dljp25n4ux0vIqFwS3L4bW7u+Eydaa+8x0+j1r7QMM06HnxGUQlxbHhj58o3rtbadURx6HLuTeCpvHmnFW4FM9xRrtdXNypGXmlOczeMkPpkozP9jG45XCl5wtRG0hwFEKIE2Dh7mwe/XPJES9/2I7Dmhz/KuMzC5bjO8J29G0vLQiiKLhG43oR3DCqOcU5+fzx4Q/Kfax1XaP/tediWz6W/PAuKCyEarpOdHJDGnc7jY3ZBfyStl3pHKftONzcqw0AExUvyZi6yalNBxLuCg94rBC1gQRHIYQ4QV5evJKZ6bsPqu/os218ts2T85bSbfShVxn/amtGMU9/uFI5PAI8fVMnIsNNZn36E2UFql1gDHpdOoywmEjW/v4d5UUFSvPYlo8OZ14FwH/mrMZUWHU0dJ1TGtWhZVIMyzIWs7swU+ldXLqLvk1PUxorRE0nwVEIIU4QB7h88kzKfFZlW0LbcVi7b5Xx30dZZfyrV79cw47dxUq1HTVNIzY6hDsuaY2nuIzp73+vts0MGC4XvS8djs9TxvKfP1LqYa0bJo269COmXiqT1+9ke16Rcmmea7q3BOC3dROxFN7FdmyGtjoz4HFC1AYSHIUQ4gTaWVTMrdPnomsaPtvm6fnL6DZ6PCuOYZXxr8o9Nne8ski5tqOhazx4VTtiIl3MGz2J4rxCpbCmGzp9rz4b0x3C6l+/xlG8bGNbPtoNuwzHgbfnrFYuzXNdj1YYusbU9b9i6IHfkDZ0g471u5IYkRT4CwhRw0lwFEKIE+yLtE3cNPVPuo8ez1PzlwXVmvDnP3YyfdEu5YsyEaEGd/+jDd4yD9Pf+x7Fy8iExUTS5ewBlBXmkjb1e2wr8IspFQXBjRA3nyxaX7kqG6ikyDCGtWpIRsFO0navVloBtR2bvk1ku1qIv5LgKIQQJ8EHq9axPDunSua669VFGIZaeR7D0Lnn8jbERLpY8N1kSguK1F7CcRhw3SgAlv/8EboR+MUUgJDwSJr1HkZ2cRnfr9ysVJrHa9lc0bU5AJPXTVDu3jOg+WClcULUZBIchRCimluxIY/PJ2zGp7jqGO42ufPS1njLPMz4vx+Uzjpquk5ian1a9u1CXsYWdiybpbTqaFsW7YZdBsDHC9crleZxGTrntEsl0u1i5qapWI5CYXJNp23d9sSFxQc8VoiaTIKjEELUAI+/t1x5a9cwNO65rA0RYSbzv/kVT2m50jyWz+LUK0cCsGLCZ0qrjrphUK9Nd2LqN2HaxgzS89Vue4eaBue2a0xheQHzt81RqukIGn2aDFB6vhA1lQRHIYSoAXbuLuGtb9Yp97GOCndx43ktKC8u5c8vJyp1kzFMg5Z9u5DQKJntS2ZQlJ2pdNnGtny0Of1CbMfhwwVpSu0afbbNFV1bADBtw69KNR1tx2ZAM9muFmJ/EhyFEKKGePGz1Xi86oW8H7yyLS5TZ87n43FUe2HbNr0uHY5j26yY+Bko3dI2aX36BWi6zqeLNmAqtDI0dZ3Tm9cnKSKUhdvn4rE8Ac9h6AYd63UmOjQm4LFC1FQSHIUQoobIzivn1S/XYllqoa9uQhiXnNGYor35LPl5BpZPbdWx+wWDMUNcrJs2VmnFESA8NpEGHfqwNbeQudt2Y6mcu9Q0RrVPpcxXxoLtf2IpbFdrmk6f1P4BjxOippLgKIQQNcjrX6+lzKNWR9GyHR66qh0Asz/9GcMMvAYiQFhUBO2H9qY0fy9bFvyudknG56XVaecB8PniDUo3ox3H4aKOTQGYtWkahuJ2de/UfgGPE6KmkuAohBA1SG6BhzdGr1XqJmPoGm2bxnJa97rs3rCdjfNWYCusOtqWRa9LhwOwZvJotUsypotmfYZjhoYzZsVmpYs/hq4zsFk94sPdzN82G59CgDV0g64pPXHproDHClETSXAUQoga5vWv0vD41LaIvT6bu//RBoA5n41HV1h11A2D1G5tSGiUzI7lsynO2a30LmaIm9Tug9hbUs5v63cqXfzRNY2z2zamxFvC4p3zlVoQus1Q2tXrFPA4IWoiCY5CCFHD7M0v572x65WClsvUObNvA5o0iCTtj8Xk79qr9A62z6LbqEHgOMqdZGzLR4v+ZwPw1dKNmAo1HS3H4cKOTQCYuWkquhb4HD7bR89GfQIeJ0RNJMFRCCFqoFe/XKs81nYcbjqvBY5tM/frX7BVVvpMgx4XDkHTddbN+FGxpqNJo64DCAmPYsLa7UpdZExdZ3DzBoS7TOZtm42j0FPR1E055yjEPhIchRCiBkrfU8I3k7cp9bA2DZ0bRzUnxKWz6IepqDawjkqMo2mPduSlb2bPxpU4CtvEumHS5JQhFJR5mbIhXammY4hpMLhFAwrLC1i/Z63STe8GMQ1Jjqof8DghahoJjkIIUUO98uUaXKbab/Nx0W7OG9SIouw81kxdoFSax/L56HL2QADWTR8LKNyMti2a9h4GwJgVmzEUbld7LYuz2jQCYN622dgKLQhtx6ZHo94BjxOippHgKIQQNdTy9bnMWrpH6ayjz7K5cVRzABaM+V2pNI9hmnQccSqmO4SNc34JeDzs267u0h/THcZPa7Yp3a52GQbntGuMpsHC7X9i6IF/LY7jcEqjUwMeJ0RNI8FRCCFqsNe+Wqt0qcQ0dE7rnkzTBpFsmLOMouw8peeHhIXSqn9XSvOyyVizAFthu9pwhdCo6wBySsqZs3U3lkJXmzqRYXRtkMjG7PXkl+UF/g66QYf6XdA1tdqWQtQUEhyFEKIGGz9rJ5nZpUpjfZbNlWc2xbFtFv4wRXG72qLTCP/Fkg0zf0ZTuNVs+3w07XUGAONWbwt4PPh7V5/RMgUHh3lbZ+NT6CIT5gqjWWILpecLUVNIcBRCiBrMshzeGbNeqQ2haehce04zNA2W/jRDcbvaoM2gHrjC3Gye95ta72rTpHH3QWi6wYS12zH0wM856prGsFYNAVi4Yy6mQhcZy7boXL9bwOOEqEkkOAohRA334biNymMb1o2gX5c67Nm0k8x1W3EUtold7hBa9u1CWUEOmWmLlW5XuyOiqNuqCxuy89m0tyDg8bqm0atRHSLdLpbuXIijcEFGAzo36B7wOCFqEgmOQghRw+3aW8rE2TvxKZTm8fpsLj0jFYAl46Yr1UG0fD7aD/XfSN785yRUblfblo/UbqcBMG71VqWaji5DZ0DTehSWF7A1Z0vA43XdoEO9znLOUdRqEhyFEKIWeP+HjZgKpXlcps6lZ6TiMnVWTJqDrgc+h2GatB3UE8Nlsnneb2gKc+iGSeopQwCYvG4nLoULP17LZkiLBgAsTV+g1Ls61BVGi6RWAY8ToqaQ4CiEELXA5HkZZOWWKY2NiQzh9J7J5O/KZvvy9dgKRbjdEWE06d6WouwM9m5fr/Qe8Q2bEx5Xh1lbduFRuKjjMvTK4LgsfQmmQjcby7boJOccRS0mwVEIIWoBy3L4bMJmpU4yXp/NRUMaA7B84iy15/t8tDmtBwBb5/+u1LsaoGGnUynzWczeukupLE/bunHEhblZlblM+Zxj+3qdAh4nRE0hwVEIIWqJzyduVuok4zJ1zh/UCNPQWD1lnvJ2dbshvQDYtmi6Uu9q2+cjpXNfAH5dtxPVVoj9miRT5ClkS86mgMfqukHbuh2UnitETSDBUQghaomVG/NI25qv1Ks5OsLFwO51ycvIIjNtC47CdnVsvSQSm9Rn94ZllBcr3Iw2TRp1HQDAlI3pGAoB1mtZDGhaD4AlOxcqnXOMDo2hblS9gMcJURNIcBRCiFrki1+2YCts8Xp9NucO8NdBXPXbXKXwads2Lft2wbFtdiybpbRdHRYdT1xKM5Zn5FBY7g14vMswOL15fQBWZS5TOucI0LpOO6VxQlR3EhyFEKIW+e73bRgKN5Jdps75pzcCYO30heiGQkkax6FVf//Fkh1LZ6Ep9Yy2qd/uFGzHYdaWTCyFlc/2yXGEu0zS9qwOeCyAz/JKcBS1lgRHIYSoRTbuKGTVpjylVcfkhDA6tYwjY+0WCrNyAx6vGwZNe7bHcJnsXDEHTQu8nqNj29RvfwoA0zdlBjwewNB1uqUkklOyl73FWQGPNw0X7ZI7Kj1biOpOgqMQQtQy3/62DVthq9ln2ZzZ11/OZu30hVjewLeaXe4QGnZsSeGedAr27Ax4vG6YNOjgLyb+x+ZMpXOOPtumd+O6AKzetQJLoZNNs8QWGAorpkJUdxIchRCilhk3Ywemwna1rmmc1c8fHNfPWYrhUqiD6LNo3tu/Wrdz+RwsX+DnFMNjE4mu25Cl6dmUKdRz1IDejesAsHa32na1ywihaXxzpbFCVGcSHIUQopZZtSmPbZnFAY/TdY2ebROJjnCx8c8VSoXAdV2vDI4Zq+ZhmK6A5wCo26orPtth8c6sgC/qGLpO39RkANL2rFZaOXQch6YJLQIeJ0R1J8FRCCFqoXEzdigVAzcMjdN7JlNWWEzGms0BhzZN10jp2BLDZZKxekHAzwewfF6SW3UBYPaW3XgVAmxiRCj1o8PZmJ2GrbBVbdk+miQ0C3icENWdBEchhKiFJs5OVyoG7vHaDOrhX61bP3spthV4aDNdJintm1OUnUlRduAXXAzTRb12/i4087bvIUTlhjfQtUEi5b5ytudtC/wddJNmCdKzWtQ+EhyFEKIWmrl0N2WewFfaQlw6Z/TyF7/eNG8lhhl4aLMti9TubQHIWLNQqZ5jfKOWmCGhzNu+O+CxAF7LpmuDRAA2ZK3FZwf2Dpqm0SxRtqpF7SPBUQghaqFyj80fi3djKawYtmgUTd2EULYvS8O2Ag+foNG4S2sAdq9bgqYpXNTRDRJSW7OrsJSsotLAx2vQtUECAJv3bkIj8NJAke4o4sMTAh4nRHUmwVEIIWqpX+dmgEItRYC+nevgLfOQvmZzwGN1Qye1WxsAdq9bhqZQUsexbZKa+XtGL9iZFXBdSkPX6dnQf7N6S85G5dI6TeRmtahlJDgKIUQtNW3hLgw98ODo8dr07+IPXZvnr1Kq5xgeE0V8Sl2yt6xRKsnjD47tAViyMxtLoS5lvehwYsNC2Lx3Y8BjASzbommCBEdRu0hwFEKIWmrlxjzyCj0Bjwtx6Qzo5i+gvX1ZmlI9R4AG7ZtjWz5ytq0PeKxumtRt1RmAJel7cSnUpQRoWyeOvNIcCsryAx7r4JAa31TpuUJUVxIchRCilnIcmL5oFz6Fc47tm8YS5jbYtmyd0rMtr4+U9v7Vut3rlymtOsbWb4JumCzNyFZ6B9txaJccB8CmvRsCLi1k6iYN41KVni1EdSXBUQgharGZS/co9Yw2DI3ubRMoys4jf1fgwU03DRp28t9Kztq0Et0IfNVSN0xiGzRlW24RJZ7At8t9tk27uv7guDl7A1aAN6sBUmIaBTxGiOpMgqMQQtRis5dlKZ1ztCybHm39N4q3L18f8O1qTdOo38a/zZu1ebVSeAWIb+yvpZiWlRfwWJeu0yE5HoCd+dsx9MDDa6Q7ioiQyIDHCVFdSXAUQohabPn6XMoV6jk6DnTfFxx3rtyg9OzQyHBikhPJ3bkRR6H7i+XzkrAvOC7P2Is3wC13TdNov2+rOj1/h3J4bRDTUGmcENWRBEchhKjFvD6bxWk5AY8zTZ3eHfwFtNPXbEZX7N5Sr3Uqlqecgj07Ax6r6wbxDf3b3at356KwcEqdyDDCXSbp+TsCH7yPBEdRm0hwFEKIWm7eymw83sBXHVPrRxIZbpKZtlXpubbPom5zf+jK2rwq8O1uXSe+UUsA1uzJw1CoBwnQLCGa7KI9eK3AL+j4bB/1Y1KUnitEdSTBUQgharlFa/YS4lJbMezYIo7inHyKcwsCHusAdfYFx9ztG8AJfLs6qk4DNN1gQ3bg5XQqNE+MxsFhd2HgfbM1NFlxFLWKBEchhKjlVLaqAWzboWPzWAAy1mwOuJyNYRrUa90EgNydm9BNV8DvoBsm0XUbsjWnEEvhnKTPtmmRGAPA9tyt2AGGV0M3JDiKWkWCoxBC1HIbdxRSWh74VrXPsmnXLBaAXRu2YfkCnyMptT4AeemBty6sEFu/CT7bYWd+ccBjHQeaJ0QDkJ6/HdtW+Boi6gQ8RojqSoKjEELUcrbtsHpTXsDjQlwGHfYFxz0bd2CYgW93u0LdRCXFkZexJeCx4G89GFXXf8ZwXVZ+wKueLkMnNc5fTmd34S50hZ7VseHxaKjdyBaiupHgKIQQgmXrc/H6FDrIVATHTTuVy9kkptbHV15KSV7ghcRt2yK6rn+reEN2fsAleQBS46MAyC7eg64F/mPR1E1iwuICHidEdSTBUQghBKs356Er1LNJiHUTHeEie2uG0nMdxyGhUT0ACnZtD3i8rhtEJ/u7t2zLLUJXCK8pMREAZBXvCXhshaSIJOWxQlQnEhyFEEKwdku+UgcZgJaNoynOLaC8uDTgsbbPIj7Ff0YwP3MrthVY2z9N14mt579gsyO/GNMI/MdamMskLsxNdpF6cEyMlHOOonaQ4CiEEIJ12wIvp1OhWYr/jODeHbsCHqtpGnEpdQEo2L0j4DOKABEJ/vHbc4sCHluhUWwEeaW5WAqXY2zHJlEuyIhaQoKjEEIItu8qUSoC7vXZNG2wLzhuy8QO8Iyhbhr/26resxNDoSSPOyIawxXC9jz14FgvOhwHh9zSwEsTWbZFUmRd5WcLUZ1IcBRCCIFtO2zfVaI0tkl9f3DM2blbqed0bD1/68LivbuVng8QkZBMZmEJtsKKJUDdyDAApe1qTdOIDY1Veq4Q1Y0ERyGEEACs314QeDkbUyd1X3DMy8hCVzhjGJkQg6brFO8NvHNLhYj4uli2Q16pJ+CxXsumblQ44L8gE3ARcM0gOjQm4OcKUR1JcBRCCAHA5vQipZI8FSuO+ZnZaAr9onXDIDIhhqIgVhzD4/y3mvcUBX5Bx3EckqP8K46FZfnYAa6aappGbFh8wM8VojqS4CiEEAKA7buKlUryNEjyh6783XuVnx2VGIu3tAhfeVnAYx3bJiw6AYCMgsC323Vdq9yqLijLxyHw7e6YsNiAxwhRHUlwFEIIAcCO3SVq5WxCTSLDTQr2qPW8BohM9BfQLivMDXisbVuExfiDY2ZhCb4AL+iYuk6diuBYnq9UBDzKHR3wGCGqIwmOQgghAMjIUrscA5CcEEZxTj6OrXY5JSopFkCpewxQGRyzikqVLsgkRoQC/hVHQ6HtYERIZMBjhKiOJDgKIYQAIDM78POBFZITQrEtm9LC4oDHWj6LiFj/il1JblbAF3R03SA02r9imVvqQaVtdHyYG4CCMrV6loZuEB4SoTRWiOpEgqMQQggAdu0N/HxhhcRY/4pdSW7gwcuxbcJj/f2iSwtycKzA6klquk5oVCwAuaXlGApbzTFhIYB/q1pVtGxXi1pAgqMQQggACou9eLyB36p2HIekOP+KXXFO4MFR07TK4FhelI8TYDkcAHekvxxObmm5UuvEyBAXmgaFiiuOAKFmmPJYIaoLCY7ib69169Yn+xX+FsLCwmjUqNFxmz8kJKRK50tISOCCCy6o0jk7derE2WefXaVzigPlFpYHPMZnOcRH+4NjkcI5R83QCYvxnxH0FBeAFnjw+19wDLyOI4Cha0SEuCjzqW/Xh7okOIqaT4Kj+Ftr0KABq1atYvPmzfTr1++4Peef//wn//znP6t8Xl3Xefnll/n3v/8d9FznnHMO27ZtY/78+SQmJlbB2/1Pu3btSE9P59FHH62yOT/++GO+/fZbhg0bViXz9ejRg0WLFvHFF1/QsGHDyn8eGRlJdHR0lQdfgBkzZrBhwwZOPfXUgMfuH/KHDh3K+PHj6dOnDwBNmjTB7XZXfvyOO+5g+PDhuFyBt9urajn5gQcvx3GIjfK/e2lBEXaA/Z51XSc00l+Au7y4QKkWZEi4f8WysFwtOAKEu0zKferb9W7TffRPEqKak+Ao/tbuvfdeDMNg+/btzJkz57g959VXX+WVV15RHq/r+iFX12zb5u677+a666476GOhoaH079//mJ9x3333AfD777+Tna128/RwrrrqKhITE9m1a1eVzXnnnXfi8Xj45JNPiI2NPejjL7/8Mj/++OMhf51xxhkHff7ChQuZP38+0dHRfPTRR5X//PXXXyc/P5/y8nIcxznir2bNmgX0NRiGQfPmzfF4AgsjTZo0Yfny5TzzzDMA1K9fn7POOou4OP8Fjo8//pgFCxZUfv7999/PmDFjjkv4DVRuQeArjgBx+1Ycy4tKUOn6Fxbtv1jiKS1CV7jVbIb4z1gWe3yBP3yfiJBgg2Oo8lghqgvzZL+AEIfTrFkzbrnlFjweD7fddhuapmEYh/+B4nK5CAkJISQkhLKyMoqKio75WWVlZQHf5KxgmiZTpkxhwIAB3Hjjjfzf//3fQXMfKnjcf//9PP3003zwwQfcdNNNR3zG5ZdfTrdu3di0aRPPPffcEb8P4N92drvdhISEkJeXd8TgExUVxVVXXUV+fj4ej4fLLrvssJ9r2zZjxozB5zv4h3Pbtm25++67KS8vx+fz4TgO6enpaJrGk08+iaZpuFwuysrKuOeeezjllFPo168f8+bNq5yjc+fOhIaG8sgjjxzy+bfddhuLFi1iyJAhDBgwgD/++IPNmzfz7bffsn37doqLiykrO/gH/4033kjTpk3xer1H+rYdpKTEX55mz57A+hdv2bKFt99+m8cee4zFixdXfv/Lysro1KkTAwcO5OabbwYgPj6elJQUvv32W4qLA7+RXNWyFVYcdV0jMsz/46SssETlUjOhUf7g6CtX2yo2Q/adsQwyOHp8x/77xl9JcBS1gQTHWqB58+Y8//zz9O/fn7i4OPLz8xkzZgwPPvgghYWFB3zutddey5133knz5s3ZsWMHzzzzDF9++eVBc0ZHR/PEE09w/vnnk5KSQllZGTNmzODee+9l/fr1B3xuSEgI999/P1deeSVNmjTB6/WycOFCHnjggQNWXf7q3XffJTTU/xvxypUrA/qan3nmGR5//PFj/vxDhY1j5fP5+PLLLxkwYABvv/02a9euZfbs2ZUfr1jt2l/9+vV54IEHAJg4ceIR509ISODll18G/GE60HAxePBgpk6detiPP/7449SpUweAzz///Ihzvf7664wePfqQH0tOTuaKK66gvLwc27YrfwFcdtllREVFYVkW2dnZ3HPPPZXBvnfv3oD/DGdeXh5bt25l7dq1h3zGsmXLeOutt1izZg1//PEHAM8///wR3xlg2LBhNG3aNOCVQ33flmlFgAzEE088QZ06ddixYwepqakAWJZFly5dWLlyJZ988gkAp512GgATJkwI+BnHQ1GJF59lB1QI3NA1IvYFR09pmdIZRVeof7XVV6Z+xtAMCaUkiOAY7jJxcPBYHkKMwFd/5YyjqA0kONZwrVu3Zu7cucTGxrJp0yYWL15Mjx49uOWWW+jcuTN9+/at/OH+4osv8sADD7B9+3bef/992rVrxxdffIFpmnz66aeVc4aGhjJjxgy6dOlCdnY2U6dOpVmzZpx11ln06dOHjh07kp6eXvn548aNY/jw4RQUFPDHH39Qt27dytWiPn36sHTp0oPe++6772bIkCFs3rz5kGcPJ06cyOrVqyvDF/i3FQ3DICwsjHXr1lXhd/HoPvzwQ1q0aMEDDzzAd999R9euXQ+77atpGl988QWRkZG88847/Pzzz0edOzk5mXHjxvHee+8d8LF27drx6quv8uWXXx4Q8A3DwDRNwsPDWb169WHn7tq1K3fccQfLli2jffv2vPzyyzz11FMHfE5KSgpz5sxh165dPPTQQ4eda9q0aYSGhjJixAhSU1N55513Kj+WkJBAeno6H374IXfeeSfAQQG4T58+hISEHDJA6bqOpmlYlsU999xz2Hc4mkBXHE3T/1tkxR9gjtWbb75Jx44d8Xq9/Pvf/64M5i+++CI5OTns3r2bKVOm8J///IdBgwYB/q9x/y16wzCIiIhgwoQJlJaqh6lAFZf6sG0ggN1iTdOIjvCfcfSWe9AUgqPpDtk3PojgGBpOsUd91TY8ZF/49ZUHHBxtxyZUVhxFLSDBsYZ77733iIyM5Prrr688FxYTE8OsWbPo3bs3Z511Fj///DN9+vThgQceIC0tjd69e5OXlwfAV199xRtvvMGECRMqz9U99NBDdOnShffee4+7776bsrIyNE3jk08+4aqrruLee++t/OF+9dVXM3z4cMaNG8c111xTOe/TTz/N448/zuOPP8555513wDt36tSJ5557DsuyuOaaa5g5c+ZBX5fjOOTk5DB58uTj9J0L3COPPMLAgQPp2rUrw4YNOyBs7++WW25h0KBBrF27lnvvvfeIc958882ce+657Nq1i+uvv569ew/sBVyxardx48aAvxfx8fGMHTuW4uJiRo4cyV133cV9993H+PHjmTt3LuC/eDJ27FjcbjeXXnrpUVfsTNPkvffeIzExkQkTJrB9+3bAv6rmdruJiPhfgeS/rvJWBKjx48cfNO+2bdtISUkhPj6e3NzAW9Kpqlu3LgCxsbHs2LHjmMf5fD68Xi/l5eW0adOm8mxlaWkpJSUlGIaBz+fD5/NVhsXPPvvskHOlpKQc8Aex462kzAKFXs1hbn/S9JaWoyu0LTRD/MHT8qqdsQQwTBee8sBL+VS+w74VZo9VDkQFNNZxHEIMuRwjaj65HFODtW7dmt69e/Paa68dcJkgPz+fd999F4Du3bsD/rNj4A+FFeEO4KmnniImJqYy3Om6ztVXX838+fO55ZZbKn/4O47Diy++eMCcANdddx3bt2/n4osvPmDeF1544aDPBWjYsCHjx48nNDSUV1555ZCh8UTTdZ3Q0FCio6Mrty4PxbIsLr/8cgYOHHjY0Aj+MH/PPfdwySWXHHGLfOjQobz55puA/wjBX0NjMGJjY5k8eTKNGjXi2muvZefOnTz22GOsW7eOMWPG0LBhQxISEpg2bRotWrTg7LPPPuz28f58Ph8vvPACYWFhPPbYY5X//JxzzsG27SNeQBo8eDD5+flMnz79oI+Vl/vDhMqWcTAaNGgA/C9AHqt7772XoUOH8tBDD5GYmFj5/92zzz7LH3/8wbnnnsvw4cPZvXs3TZo04bXXXiMlJaXyl8fjYfTo0bRq1Yrdu3dX+dd1JOXewG5EV6gIjj7FrWLD9I+3D3F+9ljppok3wD7V+zP31X+s2IUJjKOyQy9EtSMrjjVYWloaERERhww7FVtwFVt3/fv3p6SkhEmTJh3weevXr2fr1q0MGTKEDz74ANu2SU1NJTw8/KhzAvTr14+IiIiDVqoqLnfs/7mhoaFMmjSJhg0b8ueff/L666/TqlWrw3594eHhtG7dGk3T0HUd0zRxuVxkZWWxbdu2I35vDiU5OfmoF2Rat2590DZ4eHg4juNQXl7Ohg0b2LBhwxHnsG2b119/HU3TKi+weL3eA0JkmzZtGDt2LCEhIbz88susXLnykN+LipIviYmJtG7dGl3XK78XISEhbNiw4ZArdPXr1ycsLIz77ruPn376CfCvAI4aNYo///yTmTNnUl5eTlJSEkOHDg3oRvunn37Ks88+y3nnncedd96JbduMHDmS33//nbS0tEOOSUpKolu3bnz33XeH3E6uCI4Vfz0RGjVqRHS0vxNIjx49mDJlSkDjBwwYwA8//EBGRgZvvPEG77//Pn369OGJJ56gRYsW3H777fzjH/8AYMOGDZWrivHx8YSEhLBjx46DzgufCOUeG5WefSEh+4JfgF1fKmhGxfjAjhMcMIdu4lMKfX6ufSultsKKK4Cm0LFGiOpGgmMNd6jbrwAjR44EqLzEUbduXZYtW3bIrcgNGzYcVMbkUCs/f52zwqEucxzqc8vKyjj99NN59NFHef7557nmmmuOePGhZ8+eh1wFe+ONN7j77rsPO+5wPB7PIS/r7H9b+1DB5bPPPjtqoevIyMgjhtK/XuZZu3Ytffv25ZprruHhhx9m4sSJhyxRU+G2226rXDXe37nnnlsZDPe3Zs0aunfvftCKZ8U51Iqv5/PPP2fFihVH/Noq3Hfffbjdbnw+H9u2bWPu3LnccccdNG3alJiYGEpKSnjkkUdwu90H/TtyzjnnYBgGY8eOPeTcaitAwenbt2/l31966aXHdAkH/Ku5jzzyCPfccw8rV65k2LBhlRdg5s+fX/nv94YNGyqDY4cOHSrHJycnA5zQ7en9WQEW765Q0a3FUlwxrFxxVAyeALph4FN8f/jfVrVKPSEH0JTukwtRvUhwrIX69OnDkCFDWL58OdOnTyciIgLTNA+7JZabm0vnzp2POGdMTAx33HEHpaWlB13g+CvTNHnkkUewbbtyK7bC7t27ueOOO4D/rS5dfPHFLF68+IDPS0tLY/HixVxxxRWVFycqwl1WVtYRn384OTk5SkXGx48fz+bNm/F6vXg8Hqy//OB7/PHHKSkp4dVXXz3gn+u6jmEYuN3uQ67oLV++nLvuugugssTNX7vodOvWjW+//Za33nqLt99+u3LFsaIcz5FWP/cPjX369OGqq67i8ssvx+fz8fTTT5OQkMANN9zAueeey9ixY5kwYQJz5sw57L8nt956a+XtYfCfVd3fqFGjGDVqFABPPvnkAR+LivKfJxs4cOBhw+OJNnDgQMD//+/IkSMZNGgQ06ZNO+o40zTp3r07Y8eO5dprr8WyLEJCQvj1118pKCjghRdeoLy8nISEBOLi4sjJyaFLly6V4+vVqwfA5s2bj8vXdTSW5SjFn4rg6ASxVewfH8RWteH/kWbZjlLbwYrgaCu0PATQZa9a1AISHGuZ0NBQPvzwQ2zbrrzdWhF0Dnd+rLy8/JBb0/t74403qFu3Lk888QSZmZlH/NxHH32Udu3a8fHHH7NkyZLDfl7FlmV6ejqbNm066OOlpaVH3RY+EY5Wwuahhx4iPz+fZ599VvkZFd+Lv34fKlancnJyAvpeuN1u+vfvz/Dhwzn77LNp1qwZ27dv54UXXuDtt9+u3N5+5ZVX+Oc//8mVV17JNddcA0BGRgarVq0iIyODl156qXLVt3379pSVlR0UnPenaRphYWHYtn1AvcvXX3+d1q1bc9ttt5GZmclzzz13zF/L8eByuRg1ahRZWVnccsstDBs2jMcff/yYgmN2djbDhw+v/IPPqFGj+Pjjj3n88cf5888/Af/Xu2bNGjZu3Mjo0aN58MEHCQ8Pp6SkpHJ1/3Db+seb7TgqO9UoNHs5tCDCl2ot1qoar/SNE6KakeBYy/znP/+hTZs2vPHGG5V18MrKyvD5fAe0QNtfxUre4Vx22WVcffXVLFy48Kjbef379+exxx5j69atR91OPlIAqW2q6nvRrVs33n//fTp06EBISAj5+fmMHz+eO++8k0mTJh20Jbx161YeeOABHn74Yfr168eIESM4/fTTK2+F7x9uiouLcbvdNG/e/Ihfx8aNGw/5sTvuuINevXrx1FNPMXXqVObPn18lX7OKyy67jMTERF566SXS09P57rvvuOyyyxg5cuQhb33/1bPPPovH48Hj8TBo0CAMw6B+/foHtHR89dVXmTdvHsnJyTz++OMMGDCASZMm0bNnT7Kzsw/7fTredE1T6vxiV2wRB7nqFtQ5wX0rhSqrjbAvNKO44uigVIZIiOpGgmMtct1113H99dczf/78A+ofgn9Vr2nTpoccV7du3cOWQOnQoQPvv/8+ubm5XHTRRYc9Uwn+CxnffvstlmVx0UUXUVBQcMDH978o4vV6lf/0r+s6LpcL0zSPayeOevXq8fzzz1NWVobX6z2g4PX+QkJCiI+P5/XXXz/kPIZh4HK5cLvdXHvttYD/TCRQJd8Lt9uNbduUl5ezePFi0tLSmDVrFpMnTyYtLY0tW7Zw+eWXH9N8kyZNolu3bkRERBAfH3/Qe3Xo0IGFCxcednx2djZJSUmH/Fh5eTm33nors2bN4qmnnqqyHteBCg0N5V//+hdlZWW8/fbbADz33HNccsklvPbaa0ybNu2o/17dfvvtlJSUYFkWCQkJFBYWVp4bdbvdxMXF8eijj7J69WrWr19Pbm4ul1xyCZMmTWLgwIGVK5Mng2r2qcyNiqEt6BfAv2IYTHar+BqU/3uTFUdRC0hwrCVOPfVU/vvf/7Jr1y4uuOCCg26uLl26lBEjRhAdHX1AoDMMg27durFly5aD5kxKSuKnn37C7XZz/vnns3Xr1sM+PywsjHHjxpGcnMwNN9xwyHBx3333Vfb23d9fL1JUGDhw4BF/g58yZQpDhgw57MeDFRUVxWWXXUZ5eXnl6tKh3sc0TSIiIrjkkksOOY/b7cbtdmMYRmVw/PHHHxk8ePBBn3u4r/fJJ5886Nzg/h577LHKrfL9Q2JF7+TFixczZsyYw44HKs/mgX918VDhqeJy1eeff35AAXDwFzJPSEg44jNmz55NWloaQ4YMwe12n9Bb1BWeeuopUlNTefnllytrN65Zs4YPPviAW265hTfffJPrr7/+iHNUrN7fdtttlUW+Fy1aBPi/j/fffz/fffcd4P/DwXfffccVV1zBTz/9RLNmzXjrrbeO41d4ZC5TR6WOo9e3b7XPVPuxYvn8q+paMHvejhPUOUNr30rjkcpuHZam8l0TovqR4FgLtG3blp9++gnHcTjvvPPYuXPnQZ/z008/ce6553LDDTcccInj/PPPJyoq6qCWdZGRkUycOJEmTZpwzz33HLH4tGmafPvtt/To0YO33nqLDz/88JCfN378eLZv3055eTmWZR12BQ9g7NixrF279oBagUBlP2uXy0VOTs5h36kqrF+/HpfLddTPKywsJDs7myZNmhzz3C+//DKffvppZfu+w21Vt2nThueff55vvvmGb7755oCPVVyUcbvdrFq16pDjK4LeypUrK+twHs4LL7xwxBXl/efLyMg4aKu5qKio8hLM4URHRxMbG4uu60RGRp7w4Dhs2DDuvfdeNm7ceFAQf+SRRxgxYgTXXXcda9euPeiy01+FhYXx0EMPsXDhwsot/fj4eK6//np++OGHA7ai33jjDW644QY+//xziouLj3pu9nhyh6gFN493X+g6Sh/1w6m4TW2Ygbf6q2D5vBhBrVj6/+pSaDeooe0rHC5EzSbBsYZr1qwZU6dOJSEhgcsuu6yyI8hfffPNNzz99NM89dRTrF+/nvHjx9O9e3dee+01fD4fX3zxReXnut1uJk2aRI8ePfjggw8OuwVb4euvv2bkyJH88ssvRzzXuGLFimMu/eI4DtnZ2YcsNVMT/Pbbb8f0eRXdfNLS0pS+F4FuyR2tLM7RWvodKngahsGTTz5JgwYNGDx4MMnJySxfvrxKC54fi169ejFmzBjKysq45JJLDroslpeXx6WXXsr06dN55ZVXcLlclYXsD6Vz585kZGTQtWtXcnNzWbZsWeXW9V8v/6SlpfH7779zxhln8PHHHx9QLP9Ec7vUgl9FcDRD1H6s2PtWHA1XEMHR68Ftqr0/QPm+d1DpU61pGh5fYL3QhaiOJDjWcO+++y7Jycls2rSJNm3a8O9///uAj2/ZsoWPP/6YsrIyLrjgAiZMmMDPP/9Mfn4+MTExgH+lZf9+0vfeey99+/altLSUnJycg+YEKmsS/uMf/+DCCy/Etm02bNhwUB9k8N/czc/PD+jrkkPofsF+HwK9dHO04Fjx8ZiYGBo3bnzAx9xu9wFbgBV/b1kWLVq04OKLLwb8ZYgqyvZUlaN9ny666CI++eQTXC4XF1544UHlnyrMnTuXK664gtGjR/P888/Tp08frrnmmkOG3Llz59KzZ09iYmIYMGAAb775ZmW5ol9++YX333+fZ599Fq/XS79+/ejTpw8AZ599Nl26dDlkD/cTITzUUPr3qqjU/4cCV5gb27IDbjvo8/j/0KGbR1/FPxzL5yHSpf5jrWxfcDT1wOfQNR2vrV68XIjqQoJjDTdgwADAv/L4121dgBkzZvDxxx8DsGDBAtq1a8dDDz1Er169yM7O5q233jpom7pizoqtuEOpCI4Vn6vremX5n7/68MMPAwqOFfUPjWPcEouLi2PdunWUlZVV1kP8q8TERIAjttWr2PbdvHlzZV/lY33f4xV0K267H+v34q8qwluHDh148MEHg36firN9t9xyC7fccstBH9//mMT+7/zGG2/w559/MmfOnEOGNlPx3Bz4LzG1bdsWOLjkVFJSEq+88gpXXnklpaWlXHDBBfz8889HnG/MmDF4vV6++uorRo4cycaNG3n11Vd54403KnuH7y88PJxLLrmE1NRUXnvtNcaPH8/NN99Mnz59sCyL+++/n2eeeYZt27Zx66238tFHHzFt2jRGjhx52PO9x1N4qEmg91scx6Gw2B+aXO4QHMcm0I62vnL/ap0Zot7v2fJ6CA1VX3Es9e4Lv4ZaePVasuIoaj4JjjXc4UrsHE5WVhb33nvvET/nSB1M/uqmm27ipptuCugdjqbiazqW84XgD0cxMTGYpkloaOghV9kqtnxjY2MPO49hGISEhBz1nN7+NE0jNDT0mN81UIF+L/6qIrx169aNbt26HfXzjxbgKt5n9OjRB/RHB3jrrbcOuByz/zvPmzePefPmHXXeQJxxxhmMHj268gJQWloapaWllR/v3Lkzf/zxB9HR0ezYsYPzzjuv8gLL0YwbN45TTjmFr776io4dO3LDDTfwySefVAbH0NBQBg4cyGWXXcb5559Pfn4+F154Id9//z3g/wPb0KFDWbx4MZ07d2bKlClceumlZGdn4/P5+Pzzz5k+fTrvvvsuzzzzDHv27An461cVE+nCCHC10LIdSsr8oSskPEypnI+3zB+6XKFHrhl7xPfwlBEWwH+ff1Wx4mgorDgCeCQ4ilpAgqOodipCxNGKklfYu3evUvCoCgkJCei6TkRExHGZP9DvxV+FhoYC/v7SFQW+D8dxnMrPPxyfz8eqVauYP3/+QSvVS5cuPWD7Oiws7Jjf80h1RA/nt99+w+PxsHPnTmbPnn3QecRly5bx0ksv0apVK+64446AzxWuWrWKbt26cfPNN7No0aIDWgS+++67XH311Wzbto3HHnuMd99994DQ2rVrV8aMGUN5eTk33njjAcXQR48eTWZmJl988QVt2rQ55Crm8RQfHfj32rYhv8i/4hgaeez/v+6vrNC/GuwKi1Qa7/OU4dg2YUFsVZd6LUzdRFesJSkrjqI2kOAoqp28vLxqc8YxOzv7uL7ruHHjgpo/NzeX9u3bH7ZO5/6O5TmrV68+oO/y/v5aK3LEiBHH9pJASkrKMX9uBcdxaNSo0SH7r1cIppsP+INyRa3H/d166618/fXXTJky5ZAXkJYsWcKgQYPYsGHDQfVMwb8i2alTJxzHOWxHp+MlLlrlD1kO+UX+77M7MlyplmJpgT8gh4RFYNsWuh7YlrOv3B/MY0LVL9cUe7yEmOp/yPRacsZR1HwSHIWoxSzLYvXq1Sf7NY6bI4XG46mkpITff//9iJ9zuAs4FY53OanDSYgJPDhpmkZeoT80hUVHBlySx7ZtyooqVhwjcGwbAgyO3lL/+OhQ9WMh+WUeotyHLlB/LEq8JzbkC3EyVFV3USGEEDVAbFTgwcs0NPbm+2sYRsbHBLwK7lg2Jfn+FUd3ZCwqpbQ9pf7xqiuOPtum1GsR6VbbKgcoLi9UHitEdSHBUQghBABRES5CFOo4atr/gmNEfHTA4x2gNM8fukKjYpX6VZfm+0sixYSG/K9vdgCKyv0rphEh6pdrCiU4ilpAgqMQQggA6sYf+fLTkWTllgEQHhd4cNQ1jZKK4BgdhxbgNrVtW5QV+Lf2Y0PdWArXugv3BcegVhw9EhxFzSfBUQghBAD1EtVuRAPs2luGbuiERQVeQUA3DYpz/ZeEwmMSA9/qtm3KCvMASIoMDbgjEkDevnJAkYorjj7bR7lPWg6Kmk+CoxBCCAAa1FGvobg7p4yI+Bi0QKuH71OYnQdAeJza5ZSK4FgnMhRd4R0yC/wXWyLdUVh2YB2VAEo9cjFG1A4SHIUQQgDQsG44Pt+R20oeSkmZj8JiL9F14pWfXbQ3D4DQ6MDn0HWDkrwsAOpGhmPqAXatsWx2F/rL+US6o/Z1vglMsefE1tsU4mSR4CiEEAKARskRKNwrISPLv9oWUzfhKJ95eIXZuYSERym1HNR0nZJcf/en5KjAt9ttxyGr2H9GMy5MLfzKxRhRW0hwFEIIAUDTBpG4zMC3ebdmFgMQnZzgr8EYINuyKMrOV96mBvZbcQw8OGqaRlaxf8UxISIp4JaDjuOwtyQr4OcKUR1JcBRCCAFA/cQwbAc8XuuYL5h4fTabd/q3aePq1zlkL/ijKdqbj2PbRCbWD3hshZLcLFyGTlx44CuWLkNnT5F/xTEpsk7Al3Ms28feYgmOonaQzjFCCCEAuPqpuQzqkUyzBpG0aBRFy8bRpNQJxzT8awy24+Dz2RiGjrHvAoqmwdbMfcExpU7ArQIB8nf5t5mjkurjOI5SG82SnN3UjwpHV2zBmZ7vXzVNCFdb9cwp2as0TojqRoKjEEIIAJavz2X5+gP7lhuGRsO64TRLidr3K5JmKVG0bhxNkwaRhIeaLNs3JjG1ProR2EaWbVlkb8sEIDKxPrblwzAD615TVpSPz1NGSr26AY3b3878YjQ0okNjAh5r6CY5xdnKzxaiOpHgKIQQ4rAsy2FrRjFbM4qZumDXQR+PDDcpKvEBkNAwOeD5Hdshd+duAKLq1Ecj8BXDoqwMAFJiA68hWSG9oJiY0FgMhRVTTdPYKyuOopaQM45CCCGUVYTGiLho3BGBX0zRTYOcnXsAiK3fFN0M8GKKbVOwezsAjWIj8Slczin1+sgr9RAfoX4rPKdEVhxF7SDBUQghRNASUuspjdM0jb3b/VvVMfUaBzzeti0K96QD0DQ+SqlP9a59NRzrRAa+YlpBgqOoLSQ4CiGECFqdpg2VWv0BZG/NwHSHERYT+IqfrhvkZ24DoHlCNCFmYFvNjuOwMTsfgOTo+tgKxb8dxya3NCfgcUJURxIchRBCBK1u84ZYvsBL8XjLyinMylVabQR/8e/8Xf7g2CIp8IstXttm415/n+x60Q2U2g3mlOQojROiOpLgKIQQImh1WzbGCHC1DyBri3+bOS6lufKz8zO3oWsaKTGBX47RNY3NOf6uL/WjG2AqXI7JyN8R8BghqisJjkIIIYLWoG3TwAtn+ywy120FIK5hcyyfN+Dn2rZFUVY6TeKjAu5RDWDqOpv2rTg2iGmEpgXY59r2kS7BUdQiEhyFEEIEJSI+hoi46IDHaRrs2egPXXENm6MpBL/C3TuxLR9t6sQGPLbCln0rjnWj1C7HZBZmKD9biOpGgqMQQoig1GudqjRONwx27wuOialtA+46Y9s2e7elAdCmTqxSKR6ADdn5xIcn4DJCAh5r6iaZBelKzxWiOpLgKIQQIigN2jXDVuhRDZCZthUjxE1McqOAxzq2Rc72DQC0rhOLyqXuzIISij0+GsQE/vwKuwpkxVHUHhIchRBCBCWlfQulcWVFJeTvyia+YUulbWrDdJG7cxMAHZLjcQXY7tBxHFbv9rdLTI1vqlSKB5AVR1GrSHAUQggRlEadW6IbgddPzFi7GYDEJm2Ua0DmbFuHpkG75LiAx3ptuzI4No5rolRSp9RbSn5ZXsDjhKiuJDgKIYRQFpUUR0zdwAt32z6LHcv928yJTdpiW76A57B8XnLTN9E0PppwV2CtCsF/ozptTx4ATRKa4zJcAc+xLXdzwGOEqM4kOAohhFDWqFNLpXGGy2Tnqo0AJLfuimEGHtry0jdj+7x0qhev9A66pu23Vd0s4PE+y8fmvRuVni1EdSXBUQghhLKERv4e1ZY38BXD9FUb0U0X8Y1bBTzW8nnZs3ElAJ3qJ+C11M4nLs/cS2xoHFHuqIDH6rrOthxZcRS1S+Br+0IIIcQ+f345kZz03aR2aUOTHu2o1zoV3TD8t6w1Df0wl15K8grJ2bmbpGYdlFYbdd0ge/NqALrUT0APrPY4ADvziyko89KpfpPABwO6prMtd4vSWCGqKwmOQgghlPk8XlZNnsuqyXMBcIWG0LBjSxp1aU2Tbm1o3LUNoZHhOLaDbVsYpolt22xdshaAui0749h2wLeqNV1nz4blAPRuXBcjwPGWbbN4ZxYATeKbYzs2eoBdYwC2yoqjqGUkOAohhKgy3jIPmxesYvOCVcwANE0jqVkKqV3b0Lhra5r2bE9c/TpsnOsPfcltuuE4NlqAJ6dsy0f2ljWkxESQGBEa8HvaDizN2AtAi6RWSsGxxFNMTkl2wM8WojqT4CiEEOK4cRyHPRt3sGfjDhZ89xsAoVERlBeVANCg/SnoRuA/inJ2bMDyeujRsL7Se7kMnWX7gmObuh0w9cDfQbapRW0kl2OEEEKcUGWFxTiOQ2RifSLi6wY83vJ52bV2CQA9GybhUexas2BHFqFmGA1iUgIe67O8rNuzVum5QlRnEhyFEEKcFPXadlcaZ5gudqUtAqBP47q4FLrO7C4sIbOghOaJLdEUzjYausmGLAmOovaR4CiEEOKkaNC+F5bPqzQ2c+0iXIbOKY3qoGmBXam2bJs/t+0BoGWdNtgKHWM0TWO9BEdRC0lwFEIIcVI07NJfqRRPSV42hXvS6dogEbcZWKtDAAdYsMMfHFsltUWl2aHHV86OvG0KI4Wo3iQ4CiGEOOEik+oTlRT4xRbb8pGxej4A/ZokY9mBF/42dZ0FO/yleNomd8DQAw+fG7PXYztqRceFqM4kOAohhDjhUjqeiuMEvtanaTrpK/w1I/s3SVZ6tmXbzNu2h7iweOpG1Qt4vM/ykrZnldKzhajuJDgKIYQ44Rp17Y+jcrZQ10lfORdd0xjQtF7Ahb8BlmfmUOL10b5ep4DHApiGi/VZaUpjhajuJDgKIYQ4oTTdoFGX/kr1G0vyssnL2EKXBglEh4YEPN5rWUzflAFAh3pd8Flql3PW7VmjNE6I6k6CoxBCiBOqTouOhIRHBTzO9vnYuXw2AIObN8CncL7RZRjM2rILgE4NumEagV/OKSwrID1/R8DjhKgJJDgKIYQ4oRp3G4ht+QIepxkGO5b5g+OQlg3QCKwMT4U5W3cTERJJalyTgMdatsXyjCVKzxWiJpDgKIQQ4oRq2muY0ja1pmnsWDYLt2nQNzUZQw88OK7enUt2cRltkzsoFf7WNI2VmUsDHidETSHBUQghxAkTVacB8Y1aKI3du309JblZ9G+SrFS/0WvZTF63E9h3vtEOfNVT13RWZS4LeJwQNYUERyGEECdMao/TcRTOJtqWj20LpwEwonVDvJbK+UadqRvTAejZqDemHviqZ5m3lE17NwY8ToiaQoKjEEKIE6Zp7+E4Cr1adMNk+5IZAJzTrjEuI/AfXz7bZuaWXcSGxtE0IfBVT9uxWb1rBbYTeBkhIWoKCY5CCCFOiLCYBOq37YGu0KmlvLiAzLWLaZ4YTZP46IDH247Dwh1ZFJV76dqwZ8DjARzHkYsxotaT4CiEEOKEaHLKEFQuQts+H1sWTMGxLUa0aoit0HHGdhzGr9kOQLeUU5TONxq6wQq5GCNqOQmOQgghTojmfc9SajOomyZbF0wB4IKOTVHY6cbUdX5J8wfHno36KJ1vLPWWkLZ7deAPF6IGCfy/HCGEECJAYbGJNGjfC02hRaDl87Jj6SwSwt2c2rguukIZnj1FpSzPzKFpQnNiwmIDfwfbYvHOBXK+UdR6suIohBDiuGvR9yylcbblY/uSP/CWFTOybWM0ha1ur2Xz85ptAHRr2AtLoUe2ruks2j438IcLUcNIcBRCCHHctTxtlNI43TDZOHsiAOe3T8VS2Op2GTq/pPlbBPZtMhBNIX1qmsbinQsCHidETSNb1UIIIY6rmHqp1GnWQWms5fOybdE0otwuhrZMwVTY6vb4LH5bv5PYsHha12mr1DEmsyCd3YWZAY8ToqaRFUchhBDHVetB5yv1prYtHzuWzcZTUsi57VIJUegW47Nsflu/k2KPj96p/VC51u2zfczfNifgcULURBIchRBCHDeartNm8EVKval1w2T9jB8B+EeXZvgUOs4YusbYVVsB/za17QQ+h6mbLNoxL+BxQtREEhyFEEIcNykdTyU8LklprK+8jK0LppAQ7mZwiwZK29SOA+PXbCPcFU6XBj0wVIqP+8pZlr444HFC1EQSHIUQQhw3bYdejO1T2Kb2+dg091d8njLO79AEXeFCi2XbzN66i70l5XRv1BtTYdXTsn0s3P4nHqs84LFC1EQSHIUQQhwXYTGJNDnlDHRTYZva/N829dXdWyoVDtc0ja+WbgT829Rq3WJM5mz5I+BxQtRUcqtaCCHEcdH69AuUWgwClORmsXPFHJolRNO7cV2lORzHYezKLYSaofRO7a/ULcayLbkYI8R+ZMVRCCFE1dM02g+/HF3hTKFt+Vg7dQyObXNltxZKl2J8ts2UDRnsLSmnV2o/3KY78PewLVZmLqXIUxjwWCFqKgmOQgghqlyjrgOISqqvNFY3TNKmjUXT4LoerZQuxZi6ztfL/NvUp7cYptQtBk1j1ubpgY8TogaT4CiEEKLKdRp5rVrtRtti17ql5GdsYWDT+jSIiVB6vsdnMW71VqLc0XRv2EvpNrWu6czdOlPp+ULUVBIchRBCVKm4lGY07NxXrXajbrDql88BuLlXG7xW4NvUXsvmx9VbKSjz0r/pIKUb2bZjs27PGrKLswIeK0RNJsFRCCFElepw5lVKq40A5cUFbPpzEkkRoYxqn4rLCPzHlMvQ+XTRegBObzkchQvZAExZP0ltoBA1mARHIYQQVSY0Ko7Wp1+otNpoWz7WTvkOy+vh6u4tlVYKAfYUlfL7hnSSIuvSvl4ndIUzkjgOf2yaqvR8IWoyCY5CCCGqTPsRVyjVbQT/pZg1k0ejafDPPm3RFXKj17L5dNF6LNvhjFZnKV2KsWyLpemLyCvNCfwFhKjhpI6jEEKIKmGGhNJx5DXKJXjSV84lL2MLZ7RMITUuSukdKrapdU1nRNtzlS/FTN3wq9LzhajpZMVRCCFElWh1+gW4I6KVxuqGyfKfPwbgrn7t8SlcirFsm7nbdrN2Tx5dGvQgMUKxR7bt5U/pFiPEIcmKoxBCiKDphkm3C/4JjgMBnk10bJuCPTvZvnQmLRJjGNaqodI7GLrOu3PXAjCi7Tn4bF/A3WJ8to+5W2dR4i1RegchajpZcRRCCBG0lgNHEZmQjKZyEUWD5T9/BI7DbX3aKpXgAcgv8zBmxWZiQ+Poo9hi0NRNpm2YrPR8IWoDCY5CCCGCoukG3S+6DUehNSCAp6SItKnfExMawvU9WyuV4PFaNp8sXEeZz2Jwq+FomtqPt/zSPOZvl97UQhyOBEchhBBBadF/JNF1GyqtNtqWxcqJn+ErL+WmXm1wm4FfZgH/pZgP5qehoXFW2/OU5rBsH5PSflZrTyhELSFnHIUQQijTDZNT/nEvjm0rBUfHsVk58QtCDJ17+3fAUKjB47NsZm7JZO2ePLo37EX9mJSA5wAwdJNf08YrjRWitpAVRyGEEMpanXYeUXUaKK42+kibMobS/Gwu69KcpIhQpXcwDZ3XZ60C4LwOl2DZgXetsWyLlZnLyMjfofQOQtQWsuIohBBCiW6G0PMfdyuvNqJpLPnhPTQNHh7UWeVCNrbjsD2viIlp20mJaUT3Rr0Cfw/A0A1+WTNOaawQtYmsOAohhFDSYcQVhMclKa82rp8xjsI9OxnVLpUWiTHoKq1igDdmrcJx4Oz2FyqtNgKUeEqYtXm60lghahMJjkIIIQIWEhFF94tvV769rOk6S75/B4CnhnbDUryRXer18cmidYSHRDCszUgMhRI8PtvHlPW/4LHKld5BiNpEgqMQQoiAdR11M66wCKWxtuVj45xfyMvYwsi2jWifHI+hsGrps23+++caCsq8nNHqLEKMEKX3MXWTn1d/rzRWiNpGzjgKIYQISGRifTqdc51ST2oATdNZOPoNAJ7et9qoEhwdB96cvQpdM7ig0z+U3sV/KWYp23O3Ko0XoraR4CiEECIgva98UO0yDP7Vxg0zfyYvfTNntmlE5/qJSvN4LZuvlm4ko6CE01sMIymyrtI8hm4wdvlopbFC1EayVS2EEOKYJbfqSov+I9EN1XUHjYXfvoWmwQvDeyifbXQZOi//sQINjX90vRpboWi37djsLsxkwfY/ld5BiNpIVhyFEEIcG02j7w3/wrZ8SsHRtnysnTKGgl3buahTU9onxyu9hteymZS2gzW7c+nVuB8N41KV5gH4YcU3ODjK44WobWTFUQghxDFpc/qF1GneQXm10bYsFn7zBoau8dyw4FYbn5qyBIDLul2j3CLQY3mYvG6C0lghaitZcRRCCHFU7sgY+lz9iHKxb9u2WDbuA0pys7i2RyuaJUQrvYfXsvl9w06WpGfTsX5XWtVpqzSPZfv4de14SjzFSuOFqK1kxVEIIcRRnXL5fbjCIhT7UTt4SopY+uP/Ee4yeW5Yd2xbbXvYZeg89fu+1cau1ygX/NY0nR9XfqM0VojaTFYchRBCHFGdFh1pd8alysW+ARZ89Rre0iIeGNSFxIgwpS4xXstmxuYMFuzIom1yR7qk9FB6F5/tY9amaWQWpCuNF6I2kxVHIYQQh6UbJoNufwlH8TyibVnkZWxh9eSvqRsZxqOnd8ZQbC3oMnQe/XURANf2vFl5tdHUTb5Z+rnSWCFqO1lxFEIIcVidzr6OuIYt0DS1sKcbBrP/70kc2+Kpod1wGWrrFRU3qRfuyKJz/W50rN9VaR6f7WPJzgVsydmoNF6I2k6CoxBCiEOKTm5Ez3/crRwabcvHjuWz2bFsNh3rxXNDz9ZKW9QAhq7x6OSFAFx7yj+xbAtDoXONqZt8veRTpXcQQkhwFEIIcSiaxul3vKLcIQb8l2Jm/9/TAPz33FOxHAcdtbON363YzKpdufRo1JvWddspvY9lW6TtWc2aXSuUxgshJDgKIYQ4hPbDL6de2+7K4x3bZukP75OfuZWLOjWlb5PkoN7nicn+s43XnXKr8mqjoRt8tfjjoN5DiNpOgqMQQogDRNdtSJ+rH1Yeb9sWJblZLPn+HcJdJm+M7I1tO0rb1D7b5r9/rmZzTiH9m51O04TmSu9k2Rab925g0Y55SuOFEH5yq1oIIUQlTdcZfPfrQfSiBl03mPXBv/B5ynh8cBfqRKqV3wEo9Vr8e+pSXLqLG3vdju2o3e42dIOP57+jNFYI8T+y4iiEEKJS53NvpG6rLkFdiNm2eAZb5v9Ou7px3Dego3L5HdtxeHrKEnJKyrmg0z9IiqyjVEuy4mzj4p0LlN5DCPE/EhyFEEIAkNikLadcdo9yaASwfF5mvv8EmgYfXtgP1BrEYNkOmYUl/GfOaqJDY7i82/XKBchltVGIqiPBUQghBGZIKEPueyvoeeZ+9gLFe3dxfc9W9GpUV3keQ9e46+e5lPssrjvletymW2ken+1jZcZSVmYuU34XIcT/SHAUQgjBqdc/QUy9xugKt5XBv0WdtXk1q3/9iuSoMF49qxeO4yitXnotmz+37Wbsyi00jG3M2e3OU34vUzf5ZMF7SmOFEAeT4CiEELVcsz7DaTf0kqDmcByHqW/ci2PbvHdeX8Jdpnq3GQ1u/XEOADf2vgMbR+kmp2X7WLRjPml7Viu9hxDiYBIchRCiFgsJj+K021/CcWzlM4SO4zD/y1fIS9/MhR2bck67VOX38ZffWcPq3bn0atyXUxqfqjyXpul8JGcbhahSUo5HCCFqMZ+nnOzNq0Ghowvs26LetIrlP39EYkQo7513KrajdiPGth3ySz08+fti3Kab2/vdj21bSnNZtsWva39ma84mpfFCiEOT4CiEELWY7fPw0+OXsei7/+A4dsBBzbYsprx2F45t899zTyXaHYKuukWta9zx85/klXq4pMtVJEQkKZ9t9NpePlv4gdJYIcThSXAUQohazrEtFo5+g/H/ugpPUQG25TvmsXM+eZa8jC1c2rkZF3Vqimmo/VjxWjbTN2bw9dJN1I9pyMVdrkRX3Dq3HZvRSz4ltzRHabwQ4vAkOAohhABg54o5fHPnMDLXLsY5ynazbfnYvnQmqyd9SYOYCN47ry+2rVi0cZ+bfpgNwB397leew3Zsckty+GHF6KDeRQhxaBIchRBCVCrJzeLnJy5j4TdvHnbr2rEtvKXFTHvrfjQNPr94AOEuU7mtoG07PDttKRuy8+nX9DS6pvTE1NXubuqazofz3qbcV640XghxZBIchRBCHMCxbRZ9+xY/P3EF5UX5B21da7rBlDfupSQ3i9v7tGNQ8wbKW9Q+y2bD3nyen7aMyJAobu/3gHI/asu22Ji1jmkbJiuNF0IcnQRHIYQQh5S+ci7f3DGMjDULK7euHdtm+fhP2LZoGp3rJ/DKWb2CeoauaVz5zQw8ls3Np95FlDta+Wyjrum8NeslHNU+h0KIo5LgKIQQ4rBK87IZ/68rWDD6dRzbZu/29cz97EUiQky+v2KwYhEfP8t2eHXWChbsyKJbyikMbXUmhuItasu2mLT2Jyn2LcRxpqHcgl4IIURtEt+4FSU5eygrzOWTiwZwRdfmGLriFrVtsz23iHavfo+mufnokm+JC4tXCo62Y1PiKeaqr8+nsLxA6X2EEMdGOscIIYQ4Jjnb1gFwWZfmXN29ZVBz6ZrGld/OoMxncVvfW5VDo38unQ/mviWhUYgTQIKjEEKIY9aubhz/d0E/bMdRLvRt2w4v/bGcOVt306FeZ85uf77y+1i2jw1Z65icNkF5DiHEsZMzjkIIIY5JpNvFuKuG4NJ15dDotWzW7snlX78tJswVzoODnsRSbCsI/n7Ub8x8QS7ECHGCSHAUQghxTD6+sD+p8VHKpXcqXPL1NDyWza197yUhIkl5i9q2Lcat/I7NezcE9T5CiGMnW9VCCCGO6u5+HbiwY9Og53l40gJW7cqlX9PTGNrqTOV5LNsipySbTxe8H/Q7CSGOnQRHIYQQRzS4RQNeOfOUoObwWjYzNmfw2qyVJEQkcfeAR7EdW7lmo6EbvDL9Gcp8pUG9lxAiMBIchRBCHFbT+Ci+v2LwvjOEaucaLdumoMzDFaNngKPxwGlPEOoKVQ6Nlm3x27oJLE1fqDReCKFOgqMQQohDiggxmXDNGYS7TOV6jQCGrvOP0dPZXVTKqA4X0yWlh/Jctm1RUJbP+3PfUp5DCKFOgqMQQoiD6JrGN/8YRIukGMwgQqO9rzvMb+t30iKxFTf0vj2499INXpvxLCWe4qDmEUKokeAohBDiIC+d2ZMRbRopl90B/7nGxelZPDJpIREhkfzrjBfRgmhSaNkWf2yayvztc5TnEEIER8rxCCGEOMBNvdpwb/+OQYVGy7YpLPdw/udT8NkO95/2RFCld6x9W9T/nf2K8jsJIYInK45CCCEqDW2Zwn/P7RP0PJqmcdGXU8koKOG8jpfQp0n/oOYzdIMXpz0pbQWFOMkkOAohhACgS4MEfrxySNDzOI7DE5MXM3VjBm3qtueGXsGda7Qdm3Erv2XJzgVBv5sQIjgSHIUQQtAkPorfrh9BiKkHdYPaZ9v8snYHz01fSnRoDE8MfSGo97JsH+n5O/lo/rtBzSOEqBoSHIUQopZLCHcz5YYRxISGBHWD2mvZbMkp5PJvpqNrBo8PeY7YsFjlc40ADvDs74/htTzKcwghqo5cjhFCiFos0u3i1+uH0yg2ElcQPagt26HU6+PMT36lsNzLjb3voEP9Lhh6cOsTH857my05G4OaQwhRdWTFUQghaim3aTDhmjPoXD8hqJVG8PeUuejLqWzMLuCMVmcxqsPFQc1n2T6WZyzhxxXfBjWPEKJqSXAUQohayNQ1vr9iMH1T6wZ1prHCfRPnM3n9TtrUbc+dAx4Kai5/6Z0Cnp/yxL5Wh0KIvwsJjkIIUctoGnx68UBGtGqIrqvXagSwHYf/m5/G67NWkhCRxFPDXg6qyDf4Vy///dvD5JflBTWPEKLqSXAUQohaRNPgowv6c2nnZkEV+AbwWTYzNmdy27g5uE03Tw97mUh3VFCXYQA+WvAuq3YtD2oOIcTxIcFRCCFqCU2DD87vx9XdW6IFGRr9N6gLuOCLKdiOxmOn/5umCS2CCo2WbbFoxzy+X/ZVUO8mhDh+5Fa1EELUApoG747qy3U9WgUdGn2WTV5pOUM/nER+mYcbe99B79R+QYfG3NIcXpr2lJxrFOJvTFYchRCihtM0eOfcU7nxlNZBh0bLtim3LIb83y9syy3i3A4XcV7HS4J+RweHpyc/JC0Fhfibk+AohBA1mK5pfHRhf67q1iLo0Gg7DrYDZ3/6G8szczg1dQC39Lm7St7zzT9eIG3P6iqZSwhx/EhwFEKIGsrUNb689DQu7Ng06NAI/hB62bfTmbYxg9Z12vHIkH/j4AR1i9p2bH5e9T2T100I+v2EEMefBEchhKiBQgyd7y4/nZFtGgd9e7rCbePm8M2yTTSKS+W5M99A1wx0LZhuMz5W71rB+3PfrJL3E0IcfxIchRCihol0uxh/9VD6NUkOuk5jhUd/Xch//1xD3ah6vDTyv4S5woK+DJNTspenf3sYy7aq5B2FEMefBEchhKhBkiJC+e2G4bRPjq+SjjAAL/+xnOemLSMuLJ6Xz36H6NCYoHpQ246NZft47Jd7KSjLr5J3FEKcGBIchRCihmgcF8nUG8+kcWxk0L2nwX8Z5qMFaTwwcQGRIVG8NPK/JEYkYQYRGgF0TeeFqU+yJWdj0O8ohDixJDgKIUQN0Ll+ApOvH05cmBvTqJrQ+PniDdz0w2xCzVCeO/MNUmIbBrXSWOH/5r3N7C3Tg55HCHHiSXAUQohqbnjrhnx/xWBCdL3KQuNXSzdy3ZiZuHQ3Tw9/hRZJrYNuJeg4NhPXjGPMsi+DfkchxMkhwVEIIaqxG09pzTujTgU0jCq4CGM7Dt8s28TV3/6BqYfwzIhX6VCvS9Ch0bItFu+cz9uzXw36HYUQJ48G0ttJCCGqG13TeGFED+4f0KnK5rQdh2+Xb+KKb2ZgaFUXGn22j205W7h73I2U+Uqr6G2FECeDrDgKIUQ1E+V2MfofgxjeumGVzensO9N43ZiZVbzS6COvNJdHf7lLQqMQNYAERyGEqEaaxEfxy7XDaJ4YXWWFvQHem7eWW8fNwaW7q3R7utxXzsMT7iCnZG8VvakQ4mSS4CiEENVEncgwFt85isgQV5WU26nw2syV3DthHqFmKE8Pf6VKQqNtW/hsLw9NuINtuVuq6E2FECdb1f3OI4QQ4rgq8fooKvcG0Rn6YE/+vph7J8yrrNNYJaHRsbFxeGLS/aTtWV1FbyqE+DuQ4CiEENVEUbmXMz+ejNe2sW31e42242A7Drf+OIenfl9CXFg8r5/7AS2SWgUdGis8+/tjLE1fWCVzCSH+PiQ4CiFENbJyVw5XfjNDuQe1ZTtYtsOlX0/jnbn+3tNvnvcRDaqouDfAqzOeZc6WGVUylxDi70WCoxBCVDPfr9zCs1OX4jiBrTr6LJtyy+LMj3/lu+WbaRSXylujPiKpCtoIVnhnzmv8vm5ilcwlhPj7kTqOQghRDWkaTLjmDIa2TDmmizJeyya3tJwzPpzEsoy9tK7TjufOfIMwV1iVrTR+uuB9vl7ySZXMJYT4e5LgKIQQ1VR0qIvFd4yicVwUriO0GvTZNhuzCxj64S/syCvm1NQBPDzk3xiaUWVnGj9b8D5fSWgUosaT4CiEENVYy6QYFt8xinCXechzj7bt8MfmTM79/DcKyryM6nAxN/e5CwcHXaua00oSGoWoPSQ4CiFENTeidUPGX3PGIQuCf7ggjX/+OAfLhpv63MmoDhdX6bMlNApRu0hwFEKIGuDh0zrz3PAegP/mtAbcNX4u/5mzGrfp5pHBz9CrcV+0Kuw2I6FRiNpHgqMQQtQQ318xmPM7NKGw3MsFX0zht/U7iQ9P5N/DX6FpQosqO88IchFGiNpKgqMQQtQQESEmj53ehU8XrWddVj5t6rbnqWEvE+mOqrJyOwDvznmdH1d+W2XzCSGqDwmOQghRAw1tdSZ3DXgYDa1KVhptxwbgtRnP8pvUaRSi1qq6P4IKIYQ46Qzd4Kbed3Juh4uqbE7btrBxePb3x6QjjBC1nARHIYSoIaJDY3hi6PO0r9e5yua0bAuf7eWJSfdL72khhARHIYSoCVrXace/zniB2LC4KqvPaNk+ynxlPDzhTtL2rK6SOYUQ1ZsERyGEqObO63gJN/S6HaDKbk77bB95pbk8POEOtuVuqZI5hRDVnwRHIYSopiJCIrn/tCfo06R/lc5r2Rbbcrbw6C93kVOyt0rnFkJUbxIchRCiGmqR1Jp/DX2BhIikKp3XcWwW75zPM789SpmvtErnFkJUfxIchRCiGtHQOKfDhdzY+44qK7WzvwlrfuS/s1/DdqwqnVcIUTNIcBRCiGoiPjyRBwf9iy4pPap0Xtux0TWd/5v7H8Ys/6pK5xZC1CwSHIUQohro1/Q07h7wKKGu0Cqd17ItLNvHC1OfZPaW6VU6txCi5pHgKIQQf2PhrnD+2fdehrY6s3JlsKpYtkVOSTaP/XIvW3I2Vtm8QoiaS4KjEEL8TXWo15kHBz1ZeQGmKkOj7dis3rWcp397mIKy/CqbVwhRs0lwFEKIv5kwVzjXnXIrZ7c/H8u2qvwCDMDPq77n/blvYtlyCUYIcewkOAohxN9It5Se3Hva48SFxQNVV9Ab/FvTDg5v/vECk9dNqLJ5hRC1hwRHIYT4G4gMieLmU+9iaKszj8sqo2Vb5Jbm8PTkh6R9oBBCmQRHIYQ4yfo2OY07+j9AlDsaqNpVxgqLdszjpWlPUVheUOVzCyFqDwmOQghxktSPacjtfe+jW8NTqvzGNPhXGTXgowXv8v2yr3BwqnR+IUTtI8FRCCFOMLfp5pIuV3Fxlysr/1nVh0YfBWUFPP3bw6zetbxK5xZC1F4SHIUQ4gTq1bgvt/e7n4SIpCoPi/tbnrGE56c8QX5Z3nF7hhCi9pHgKIQQJ0BKTCNu6nMnpzQ+Fdu2jktotGwfDvDhvLf5ccW3sjUthKhyEhyFEOI4ig6N4fJu1zOy3XmwL8jpx+Hyi+3YpOfv5NnfH5MuMEKI40aCoxBCHAcuI4Rz21/IZd2uw226j8tNaaCydM+PK77l4wXv4rU8x+U5QggBEhyFEKLKDWg2mBt7305iRBLacTzHaNkWBWX5vDD1XyxNX3jcniOEEBUkOAohRBXp0ag31/b8J80SW2A79nELjbZtoesGMzdP5e1Zr0htRiHECSPBUQghgtS5QXeuO+WftKrTtrL38/G6MV2xyvj6H88xb9vs4/IMIYQ4HAmOQgihqF1yJ67teTMd6nepDIzH+yzjb+sm8sHctyj2FB2X5wghxJFIcBRCiAB1rN+Vf3S9mq4pPbFsH3D8AiP4t6b3FmfxyoxnWJa+6Lg9RwghjkaCoxBCHAMNjVMa9+Wybtfs25KuCIzH77dRy/ahaTrjVo3h0wXvUeYrO27PEkKIYyHBUQghjkDXDE5rPoR/dL2ahnGp+21JH7/fPiv6Vm/MXs8bf7zApr3rj9uzhBAiEBpIawEhhPircFc4Q1ufxYWdLiMpsm7lTebjzbItSr0lfDD3LSanTZDuL0KIvxVZcRRCiP00iGnIOe0vZFibswkxQir/+fEOjZbtQ9cMfk0bz8fz35ESO0KIvyUJjkKIWk9Do1vDUzivwyV0b9QLy/Yd163o/VVsS2/J2cybM19g3Z41J+S5QgihQoKjEKLWigmNZXDLEYxsdx71Y1JOyIWX/dmOTW5JDh/Oe5tpGybLtrQQ4m9PzjgKIWoVXdPp0qAHI9qeQ5/U/pXdXY5Xwe5DsWwLr+3l68Wf8MOKb/BY5Sfs2UIIEQxZcRRC1ApJkXU5o9VZjGh7LokRSfhO4HZ0hYryOr+mjefzhR+QW5pzQp8vhBDBkhVHIUSNFeWOpn/TQZzecjjt63Wq7L5yovlsH6ZusmD7n3w492225m4+4e8ghBBVQVYchRA1SqgZSq/UfpzeYhjdG/ZC13QcxwaOb3eXQ6kIqqsyl/Hx/HdJ27P6hD5fCCGqmgRHIUS1F+YKp3vDXvRrehp9UvsTYroPWF3UtJMTGNftWc1H899lZebSE/p8IYQ4XiQ4CiGqpdiweHqn9qNvk4F0adAD0zArt4ThxK8uwv8C4+a9G/h4/jss3rnghL+DEEIcT3LGUQhRbTSJb073Rr3o22Qgreu0BTRsxz4pIXF/FYF19a4VfL3kExZun3tS30cIIY4XWXEUNV5iRBLlvnLpxFENxYbG0bVhT7ql9KRno1OJCYvFti3QtMoyOsYJ3obeX0VgXLxjPqOXfsaaXStO2rsIIcSJICuOokYzdZMxV/9KuCucrTlbWLJzAcszlrAycynFnqKT/XriL8JDImiX3JEO9brQs1EfmiY0BzhgC/rvoKKszoyNU/h26edsydl4sl9JCCFOCAmOokbrUK8Lr57zbuX/9lk+TMPEcWy27N3E4p0LWL1rOWl7VpNTsvckvmntFBcWT/t6nelQrzOdG3SncVwqmqb/7YIi+Lu8AHgsD5PTxjN2+Wh2FWac5LcSQogTS4KjqNGu7nETF3W54rAhpCJIAuwtzmL1rhWs3b2atD2r2ZidRrlPOnpUlVAzjOaJLWlZpw0tk9rQLrkjdaPqAeCzvJiG6yS/4aFVXHjZXZjJ2BWj+W3dREo8xSf7tYQQ4qSQ4ChqtP+e/ynNE1uhadoxfb5lW2iArhtYtsWOvG1syEpjS85GtuzdyKa9G8mTbh9HFRsaR6P4JjSNb06LpNa0Te5A/egGaJqO7dg4jn3Cu7YEqmLVc8nOBfyw4hsWbp8rvaSFELWeBEdRY0W5o/n+6l8rL1Go8tk+NLTKm7sFZflsyt7AlpwN7MzbQXq+/1dW0e5aFyziwxNIiW1M47gmNI5rQpOE5qTGNyPKHQX4t3dtx/7bbTsfTsXqYqmnhN/WT2T86rFsz916sl9LCCH+NqrH7+ZCKOjcoFvQoRE4KPREh8bQuUE32tfrhKEb6Pue4bW87C7MZHvuVtLzt7OnaDfZRXvIKt5DVtFu8kpzq1Ww1NCICY0lPiKBOpH1qBddn3rRDagXXZ8GMY2oE5VMiBEC7AuItnXQdrOu6ZXfn78za1/f6rW7VzJxzThmbZ6Ox5JjCkII8VcSHEWN1TWl5wFnGKuSpmm4/hKSXIaLlNhG1I9JwbYt9P1CJfhXs3JLc8gq2k12cRaFZfkUlOVTUL7vr/t+FXkKKfOWUe4ro8xXisfnCTpw6ppBqCuUiJBIIkOiiHRHErHvr5EhUUSFRhMfnkBCeCJJkXWJD08kOjTmgPqItmNj2RambhwUyHVNRzf+/gFxfxVb0flleUxa+zOT08aTnr/jZL+WEEL8rUlwFDVWz0anHpfQeDSHC1GGbpAYkURiRNK+FTobBwdd049awNrjK8djefBY5di2jY0DjuM/L4iD4/h/GbqBywjBZbgwdRNz31+PtOpn2dYBvZwPt0pbHcPhX1m2ha7p+Gwv87bNZur6X5m/fQ6WbZ3sVxNCiGpBgqOokepHp5AUWedkv8ZhBRrCQkw3IaYbiKryd/GH1pPbeeV4qiijA7AsfRFTN/zKn1v+oMRbchLfSgghqicJjqJG6prSE9uxq8X5OlH1KrrL6JrOxqx1/L7+F/7YNFVuxAshRJAkOIoaqXvDU3Acx183QNQKFRdcbNtiReYyZm+eztytM8kq3nOyX00IIWoMCY6ixtE1gy4pPY96blBUfxWXn8p9ZSzcPpc5W/5g/rY5FHkKT/arCSFEjSTBUdQ4LZJaEeYKO9mvIY4D/+UWDU3TySxIZ/62OSzaMY9l6YulfI4QQpwAEhxFjbOncBfzts6iU4PuhLnCDugGI6oXf5cZ/23xUm8Ji3bMZ/GOeSzeuYDdhZkn+/WEEKLWkc4xosbSNYNmiS3oXL8bnRv0oEP9zoSaoRIk/8Ys20Lbd6mlzFvK6l0rWJG5lOXpi0nbswbbkbI5QghxMklwFLWGrhm0TGpNp/pdaZvckXbJHYkOjQHAZ3kP6noijr/9v++FZQUsz1jCysylrMpcxqa9GyUoCiHE34wER1Gr1Y2qR+s67WhTtx1t63akWWJLXIYLx3EqO4tomlzNrgpey1vZbcfjK2dj9nrS9qxiQ9Y61u1Zw8787Sf5DYUQQhyNBEch9mPqJk3im9EkoTlNE5rTLKEVzRJbEOn2F962bAsH56D+1eJ/fJb3gHaLJZ5ituVuYd2etWzIWsv6rLXsyNt2QGFuIYQQ1YMERyGOQXx4Ik0TmtMkoTmN45rQKDaVlNhGlYES/L2PNcCoBaHSZ/lA44AAXeotYVvOFjbnbGRbzma25W5ha85mckqyT+KbCiGEqEoSHIUIQkRIJA1iGh7wq150A+pE1iU2PP6AYGU79r6LORqGrh+2J/TJ5DhOZd9mf9/q/23T245NbkkO6fk7yMjfQWZhBpkF6ewqyGBXQQZ5Zbkn67WFEEKcIBIchThONDRiwuJIikgiMbIOiRF1SIqoQ0xYHNGhMcSGxREbGkdUaDQRIZFHLVheUZqm4j/ZA/7Ddfb9L01DQ6u8mXw0lm1R4imm2FNEkaeQ7KI97C3JJqdkLznF2eSU7q38+9zSHHy2T+2bIYQQokaQ4CjE30R4SATR7mhCzTDcrlBCzVDcZiihrjD/X81QQgw3msa+cKijgf+v+4KiZVt4LS9ey4PX9uLxleO19/1vy0uJp5giTyFF5UUUewop90nRbCGEEMdOgqMQQgghhDgmf79DVkIIIYQQ4m9JgqMQQgghhDgmEhyFEEIIIcQxkeAohBBCCCGOiQRHIYQQQghxTCQ4CiGEEEKIYyLBUQghhBBCHBMJjkIIIYQQ4phIcBRCCCGEEMdEgqMQQgghhDgmEhyFEEIIIcQxkeAohBBCCCGOyf8DTI9AE01pONgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##跑道图\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 数据\n",
    "departments = [\"销售部\", \"采购部\", \"工程部\", \"财务部\", \"行政部\", \"人力部\"]\n",
    "values = [451, 326, 293, 238, 226, 130 ]\n",
    "positions = [700, 650, 600, 550, 500, 450]  # 环的半径位置\n",
    "total = 1664  # 公司总人数\n",
    "colors = [\"#ba68c8\", \"#ff8a65\", \"#6ab0de\", \"#88d8b0\", \"#ffcc5c\", \"#ff6f61\"]\n",
    "\n",
    "# 计算每个部门的占比\n",
    "ratios = [value / total for value in values]\n",
    "\n",
    "# 设置图形\n",
    "fig, ax = plt.subplots(figsize=(10, 6), subplot_kw=dict(polar=True))\n",
    "fig.patch.set_facecolor(\"black\")  # 设置背景颜色为黑色\n",
    "ax.set_facecolor(\"black\")\n",
    "ax.set_theta_offset(np.pi / 2)\n",
    "ax.set_theta_direction(-1)\n",
    "\n",
    "# 绘制跑道图\n",
    "width = 0.04  # 保持环宽度一致\n",
    "for i, (ratio, color, position) in enumerate(zip(ratios, colors, positions)):\n",
    "    # 根据人数的比例控制角度覆盖范围\n",
    "    angles = np.linspace(0, 4 * np.pi * ratio, 100)  # 每个部门环的角度范围与人数成比例\n",
    "    radii = np.full_like(angles, position / 1000)  # 使用“占位”调整半径位置\n",
    "    ax.fill_between(angles, radii, radii - width, color=color, label=f\"{departments[i]} {values[i]}\")\n",
    "\n",
    "# 添加标签和标题\n",
    "ax.text(0, 0, \"2022年上半年各部门人数\", ha='center', va='center', fontsize=16, color=\"white\", fontweight=\"bold\")\n",
    "ax.set_title(\"公司总人数1664，销售部人数最多451，占比27%\", va='bottom', fontsize=12, color=\"white\")\n",
    "\n",
    "# 去掉坐标轴\n",
    "ax.set_axis_off()\n",
    "plt.legend(loc=\"upper left\", bbox_to_anchor=(1.1, 1.05), labelcolor=\"white\", facecolor=\"black\", edgecolor=\"black\")\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
